{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-07-22T15:53:23.336162Z",
     "start_time": "2018-07-22T15:53:14.345352Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-07-22T15:53:23.349412Z",
     "start_time": "2018-07-22T15:53:23.341898Z"
    }
   },
   "outputs": [],
   "source": [
    "def pltImp(imp, x='gain', y='col', n=30, title='Importance'):\n",
    "    \n",
    "    fig, ax = plt.subplots()\n",
    "    # the size of A4 paper\n",
    "    fig.set_size_inches(11.7, 8.27)\n",
    "    sns.barplot(x=x, y=y, data=imp.head(n), label=x)\n",
    "    plt.subplots_adjust(left=.4, right=.9)\n",
    "    plt.title(title+' TOP{0}'.format(n), fontsize=20, alpha=0.5)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-07-22T15:53:23.371931Z",
     "start_time": "2018-07-22T15:53:23.350648Z"
    }
   },
   "outputs": [],
   "source": [
    "def feature_vs_y(feature, y, feature_name=None, kind='kde', bw_method=None, bins=100):\n",
    "    \n",
    "    if feature_name is None:\n",
    "        feature_name = feature.name\n",
    "    \n",
    "    df = y.to_frame('y')\n",
    "    df[feature_name] = feature\n",
    "    y0 = df[df.y==0]\n",
    "    y1 = df[df.y==1]\n",
    "    y0[feature_name].name = 'Actual:0'\n",
    "    y1[feature_name].name = 'Actual:1'\n",
    "    if kind=='kde':\n",
    "        y0[feature_name].plot(kind='kde', legend=True, bw_method=bw_method)\n",
    "        y1[feature_name].plot(kind='kde', legend=True, bw_method=bw_method)\n",
    "    elif kind=='hist':\n",
    "        y0[feature_name].plot(kind='hist',legend=True, bins=bins)\n",
    "        y1[feature_name].plot(kind='hist',legend=True, bins=bins)\n",
    "        \n",
    "    plt.xlabel(f'{feature_name}')\n",
    "    plt.title(f'{feature_name} Distribution', fontsize=13, alpha=0.5)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-07-22T15:53:35.415735Z",
     "start_time": "2018-07-22T15:53:35.226262Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../py/LOG/imp_198_imp.py.csv\r\n",
      "../py/LOG/imp_199_cv.py.csv\r\n",
      "../py/LOG/imp_399_cv.py.csv\r\n",
      "../py/LOG/imp_750_adversarial.py.csv\r\n",
      "../py/LOG/imp_801_imp_lgb_onlyMe.py-2.csv\r\n",
      "../py/LOG/imp_801_imp_lgb_onlyMe.py.csv\r\n",
      "../py/LOG/imp_803_imp_lgb_random.py-1320.csv\r\n",
      "../py/LOG/imp_803_imp_lgb_random.py-2785.csv\r\n",
      "../py/LOG/imp_803_imp_lgb_random.py-5175.csv\r\n",
      "../py/LOG/imp_803_imp_lgb_random.py-5650.csv\r\n",
      "../py/LOG/imp_803_imp_lgb_random.py-5662.csv\r\n",
      "../py/LOG/imp_803_imp_lgb_random.py-6142.csv\r\n",
      "../py/LOG/imp_803_imp_lgb_random.py-6177.csv\r\n",
      "../py/LOG/imp_803_imp_lgb_random.py-7275.csv\r\n",
      "../py/LOG/imp_803_imp_lgb_random.py-934.csv\r\n",
      "../py/LOG/imp_803_imp_lgb_random.py-9768.csv\r\n",
      "../py/LOG/imp_804_cv_lgb_bb.py.csv\r\n",
      "../py/LOG/imp_805_cv_lgb_maxwell.py.csv\r\n",
      "../py/LOG/imp_806_holdout_xgb_maxwell.py.csv\r\n",
      "../py/LOG/imp_BEST.csv\r\n"
     ]
    }
   ],
   "source": [
    "ls ../py/LOG/imp*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# adversarial"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-07-22T15:53:58.982276Z",
     "start_time": "2018-07-22T15:53:56.586158Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1887112390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imp = pd.read_csv('../py/LOG/imp_750_adversarial.py.csv')\n",
    "pltImp(imp, y='feature', n=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3329404b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pltImp(imp.iloc[3:], y='feature', n=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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RwABJa+HejhcbzLdZnsU9CF8ulde7t5tW1I1J5QVvA88l79ZA/J0sMzJ7PkPaM2lJywPLmtlTDeZRxU7AlHTuKGCf9oxtZm8B42jxFH4WuM3MPqD+e7IhsJuZfb+izwvMbBsz26ZH9+XbM50gCIIgmO+EcbLwchbwAzObWSpXRdvZYjbpq/blwDlm9nStziVtC7xmZv/BjZitkiGScw3+ZX573HjoKNPNrK+ZbQzsBVyavkiT+h9hZrPSeIc06GsALZ6AEbQ1qmYCpwM/aucch6U59jWzXcqV8niYFc3sn6noT3X62ix5RybgBke+AP6rmc0ysyfxLVhFzMgdZjbVzKbj9+GTdfrPjcWqe3ArsDu1F/pzwinAcTT/f4vI3s+MctkI/NkeAFxb0X6X7PkMa3ayHZxbTqN73QxX0GJED6DlmdR7T66s+NsPgiAIgoWeiDlZeNkGGJHW8CsD+0j6EPeU9MvarYV/0S24AHjSzM5q0P9AYGO1BDUvDxyEezYKRuDbwy4xs1kt9kTHMbPRKe6gp6TVgD7AHanvpfAF+3kN5r2qpGI7zhqS+qTFfsGfcOMkjzuZCGyNf8VuCkkXA1vinocvUmMhm7czs33wuJkDzGxcimPolzUv92ENystj9QA+gy9sDVgcMEnHzz7R7H1JD+Fb3zbFv9Z3CmY2WdJY4AtZ8URaxxBRqtsGuD4r25q2MSU34EblGDN7uzPetYLU3/8krVcy2LcC/lnrvBTzdRDwOUkn4MZMD0nLmdk77ZjC9cCpKV5sa+AfqXw4td+TPP6rJkv0XKnTU0EGQRAEwdwkPCcLKWa2rpn1NrPewFXAd8zsb3hA7h6SPpo8HXukMiT9AlgBqCt8kPa/HwJ8PBtjf0pfhc3sWeAEoF2xGQ3G3hhfUE9N4w0t5mBmawBrSupV49yN8O05a2bzPpVS3EXaMjOM1vfhdODHkjZMfS0m6Zh6czWzw9KX+n3M7E3gLUmFR2NQVbtUtBzwkqQlaRvTcEgae308vujxVL67pJUkdcO9B/fWmNbBwKVm1ivdg7WBKbT1tJyJe96m1rvGDnIycGx2fBmwo6R9iwJJe0naHDc0B0sqEiL0wOMoTss7TB6jH6S+5wanA+ek+4uk3fB7dlmdc3YDxpnZ2ule98JjwA5oz8BmNg14ADgbD9QvPCL13pMgCIIg6JKE56SLYWZvyFPFPpiKfp7K1sINiUnAw+nL87lmdmFFNzsDL5jZC1nZXcDHJK1eGq+cDasjdEtf28G/Ph9qZjMlDQD2LrW9Fjc27gd2lfR8VjeRtlt+rsY9PCeVyv+IB9kDYGbjJR0NXJ4Cjw3PMFUwRFL+CfoAM3um1OdhwEWS3qV+1qb/S/P/D56Jarms7nH8a/2qwLfMbEZ6VvfgHp8NgMvMbEyNvgcC5TTRV+OendnB0ylb2UTmAmY2UdLDuOcBM5uegvvPknQW8AEwHviemb2S7usf5KmpBZyVB89n/daLaxopqVjUjzezr7Rz2r8BPgpMSP28DOyfjKJaDKT6ffs2/qyWKb2fvzazX9fo6wrgSlp7R+q9J03x4Wuv8dr5F7T3tCAIgrlKz28d3rhRsMgis0ZbqoMgmBfINVduNLOrSuWDqU5hGwR16durl93xoxPm9zSCIAhaEcbJoomkh8ysXkIfILZ1BQsAmofCkpK+IumR1P5RNRARlLR5lgXqDUlT0u931ui/t1zg79/pmh4o5pvqB6tFyG9SVWYptRW+XJss65ikgXIRzCXT8eaSxqffR6m1OGE90cm91CJ+OFbSFZLWSXU7qEV88DG5Zk2je3udPI1ycVxT1FFNiCvWGKO7pN9Leio9w7skba8K0Uu1FYksnt04Sbtm7UbJUzSPk6fuzfVPKgUeO+t9CYIgCIKgNbGtaxFHHshbzoB1pbkgX2eO04Pq1MW7Mo+EJSXtjceZ7GFmL8rT9OZpb9uICJrZBDx9b03PRgVPmdmW6Zz1gGskLWZmF6f6K8zsyHRPHpd0lZk9Z2aDVS18eTJwjFoCrXfEUzlPlG8h60HL1riyKnk90cnfAJ8zs8dS2efwVMbPApcAX0jB2CcCgyTlsRSt3hF5euqtgGmS1jWzKVZH1DEZO82IK5a5EI+h6ZOSMKwHbAK8Urq+8/Bg9ZnybWPrAJeb2RFyAcgL8GQLBYPMbIykw/D4k92zuloCj+16Xzr7b03S4pGxKwiCIOhqhOdkEcfMTs5SsBY/nR50nNLglsfpiy9e55Ww5I+AY83sxXTODDP7Q1ZfS0Sww6TsT8cAR1XUTQUmA3kcTxvhS/M0yg/iKZvBMzqdA/w23cN/AEPS72UhzFqikz8ATikMkzTO9WZ2VzpcBXgplf/CzDZp8I4chGfUKlL+NkO7xBXlSQK2B05M9wQze9palORnY64Gfz4pBTSeEavQpxlNSfsno15dmXa9L1V/a8DHJc3WRkkemYOSJ+huSQ+nnx1TfT9JIyVdhht3bVArEcayrRoEQRAECzZhnATzFZu3wpKNhBZriQjOKQ/Tolcym7SFamk8OLyglvDlfXjGq2WBWXh66B1T3Y7Uzt5VS3Ry0zSvWgzDvTrXSvqmGiufF2KZVYKdtWhGXLE857Gd4C3YCzeMmq2rJfDYGe/LCNKWveT92xW4GTfOdzezrVL9Odk52wEnmNnHqjq0ViKM3edgakEQBEEw7wnjJFiQmKvCkk3SXhHBZijPv7+kibhmy9lmNgMaCl/eixsh2wEPmiuSbyCpJ9C9znU3FJ2U1CMtvJ8oYjTM7Of4NrrbcW/OrXXOXxXPInaPuSr9h8ngaIZG4orNUiuzR15+uqSngT/jzznnL/LMWj/At7vl1BN4nNP35RbgMyl2ZW/grpQhbEk8g9kEPItXbog8YGZTOjheEARBECzQRMxJsCAxt4UlC6HFf9RqYNUignPKlsBj2XERc/IJ4CZJt5jZy9QXvvwXsC2uvVEEnT+PL+zvazB+LdHJrXCdjqlA32SYzP7Ungyg30n6A/CapB5WrYvSH0/DOyU9u+XTvE6saFumPeKKE4EtUvzOrFLd1DSHnJXw+JSC44Br8C12l+DvQsEgXIDzl7j2yuebmPscvy8pVfQofOtif9zIBhiCx9FsgRs+M7LTmhJgBFiiZ8/IihMEQRAsVITnJFhgsLkoLJk4FThNrjyPpI9IahMLQlsRwQ4jqTce91H+Go+ZjcYNh++pgfBlCoR/DhhMi3EyGr/uusaJVYtOngackALwC5bJ5r2vWiyFPrgH5s0aQwzEY4CKeW9Nk3En1g5xxWQsjQF+VsxNUh9J+5sLGb6klIUrJVHYC992lfcxCxc7XEzSnqW6D3CDaofSfWnEnL4vI3CNnE/RkghiBeClNN8v48KkQRAEQdDlCc9JsMBjnSMsiZndnLYg3ZkWtwZcVNGulYhgB1hf0r/xeJJ3gN9kmbrK/AqP/biPOsKXZvYSvrVrfzMr4m9G49uKGnlOoK3o5ARJ3wMulYsfTsVjKH6amnwZGJaygX2IZ7NqE+uRjK91cM9O0fcUSW9L2t7M7m80Masvrljm67i6/eQ0t6m4RwTgK8B5ks5Mxz9LBk15PEtG7fGUxDLNBSPPxI2Nr6XiugKPnfC+3A5cClyfEjsA/Ba4WtIheCB/096SnA9ee4VXfndm44ZBECyyrPrt78/vKQRBK0KEMQiCoIuyRa+17fYfNuNUDIJgUSWMk2BeoRBhXPDQPBQbTOeVxfyKVKXvpq/lRdnZcvG7VbOsRC/LReaK46VqjFGI643LU55m9UMkzZC0QlbWT9KNNfrrKekDSd8slTcSFNxbnj71sXSfzkjlQ0vXMVae2avefWsj6FeqX0LS65JOLZWPkvRsth0KSX+TNE0dEOeTtKGkmyVNTtf11/SM+kl6Sy70OPta0zm5yGPx8zE1Jw55ruoIJ9aY42yhw1L5tOxemtzzVdStnJ7xuXkfks5LYz2a5lqMfXC5/yaexZKSfpn+jh5J17u3WoQlny3dp97FnMv3pFRW62+q5hyDIAiCIGie2NY1b5knYoOpryoxv4LJeDzDn+WxDrsALwAzC6E8uUjeNDM7g/pMz87ZE4/r+HRWPxDfjnUgMLxBX+BxF/9K5/2+VFdPUPBcYF8zmyTp/4DDJe0GrIbHS3SmsOQeePzHMXJhx4L1gGeAnYB7khG0OrRfzFGeuvcm4BgzuyGV7QL0TE3uNrP9JHUD/i3pWjMr0glfYWZHlvrrTWNxSKy+cOJhwPdKU30fT1dcj6eB/YD/S8eH0Do4vxj7iGyuuRjjiXIhyC+n+5izB/A48AVJP7YWV/BJ+L3fzMzek2/n+7SZbZ/GGAxsk98n1Q/Gb/Q31ejczfH4opz3ivkEQRAEQeCE52QeIel85p3YIFSI+WVcTtJWwLNg3Utb8b6OsDzw3+JALprXHY91aFb7YiDwfWAtSWUxvFqCgscDJ5vZJAAzO8nM1k4L60KIr65hImnr9FV8NHBEE3M8FY/1+HYmqPcwrUUIP49nh+oIXwRGF4YJgJmNNLNWHp0UUD6W5oUDi/NqikPWOefiChHBm5s4dTrwmKTCldufJgya8lgVhgn4szgbj5fZAdzTCHwD+K6ZvZfm/oqZNRqzEfX+puqS5n40LjT5BJ58YKSkQcmrMyH9vSDps8nD829JdybDCknnSPpJ+n1PSXeljwutUCbC+Ma0DoWqBEEQBMF8I4yTeYTNW7FBqC3mB/Ak0FOe+WogvqDuKN3StphJeMrbk7K6QpjvbmAjSavU60jS2sBqZvYAfo/6l5rUEhRsJK44JNu+M7JGm4uBo8zsEw3m2A0XyruR6nv7d/zL+uK4kdJIWLAWja6pmM9H8Wxad2XF/dV6W1e3GqdXikPOJUYAA+RJDGbifwtzRJ1nsQHwrJm9PadjlKj3N9UsW+Dep83xpAMbmtl2+N/Od1Obe4AdkpdrBG58A/wQf7a74KKMh1WkVG4lwrhS92U7OM0gCIIgmD+EcTJ/mKtig6ov5ldwDb543h43HjrK9PRVe2M8deulatkfMwAYkRZQ1+DbeeoxgJYv6iNouwBsKChYg2HZ1/ddypXyeJgVzeyfqai8/SZnP2Ckmb2Le74OTIZIPsd78IVsNzN7pp1zbZZPSRoPvIxvEXs5q7ui5HGYXqOP+vuYOpdbgd1pTgm+WRo9i87AoOm/qWZ40MxeSh6dp3AvDMAEoHf6fS3gNrkA43HApgDpOr+Be1TPrcpEFgRBEAQLOxFzMn+Y22KD9cT8CkbgX84vMbNZjfbbN4OZjZa0Mu6VWQ3/on9H6nspPPbgvAbzXlXSoHS8hqQ+ZvZk1qaWoODWuIheU0i6GBdHfBHfrlOZti5vZ2b7pDnulN3bHrg3LA9sH4GrnQ9tdj4VTKR17E6ZIuZkQzy+5VozG9vOMcrikHMNM3tf0kP4lr1Nce/fnFLrWdwHrCNpOXN9mGaZLmmpLJ3vSsDr2ViN/qaa4b3s91nZ8Sxa/j/+DfBrM7teUj9av0eb4+mT12hmsCV7rhqZeIIgCIKFivCczAdsLooNqoGYXzaHZ3GNkN921nVJ2hgXi5uaxhtazMHM1gDWlNSrxrkbAcua2ZrZvE+lJOZn1YKCpwM/Tgt1JC0m6Zh6czWzw5JXYR8zexN4S9InU/WgqnaSlscV2tfJ5ngEbT08d6e5X07HuQzYUdK+RYGkvVJgdX4dT6SxftCezlVHHHIucibuMaxSmW8X9Z5F8jD8ETgnJZBA0uqSvtSg238CX0rtu+Gq7yOb/ZvqRFbAE1QA5BnVeuHG3ZbA3pIimD4IgiDocoTnZAHCOkdscGfqiPmVxitnw+oI3SQVX+wFHGpmMyUNAPYutb0WNzbuB3aV9HxWNzHV51yNeyFOKpWXBQXHSzoauDwFQxue6apgSGlhekDFdqvDgIvkwn63Uc3ngX8UQdaJ63DV+Y9k8zF84d9hzMUA9wPOknQW8AEwHo9X6FFqfj5wrKR103H/zNACzxL3Iu0Th2wPJ6b7X8y9MlmDeZa1Nlm6OkijZ3Ei8AvgUUkzcBHDnzTo83vA7+VpkwVcamZ3Je9Fo7+p36fnBPBco9ilBgwFrpT0Ap65bt20VfKPwLFm9qKkrwHDJW18w0KrAAAgAElEQVRrZjNqdfTBay/w0m+rckgEQdBRVv/OKfN7CkHQpQkRxiAIgi7KFr1Wt1t/cNj8nkYQdCnCOAmCjqEQYQzmB+raQpMT03jHpK0+haBkpSBidv518hTFxfGKkqamr+FI+kSa21rpeAW5UONiygT+5CKPY7J+tpE0KjveLrV5Ui6IeVOxDUzSRqlubHo+FzRxb89O96e41sOye/W+PP3tWLnY4eB0Dbtm5x+YyuqJKFaKJaa6mqKIai2u+aikgVm74WoRuRxXmtMoSY9n13FV1t+7yjLKycUze7T3fQmCIAiCoOPEtq6FGEkn0DYDVmeKDRbj9KA6dfGuFfEDXV1ochU8HmSFdB1QRxBRnvp5K2CapHXNbIqZvSnpZWCTdI+uwrVA7pH0Jr7t6v4aiQpWqbovci2MvwJfNLP7UtkngfXxTFDn4FnLrkt1m1OHdM8OxFNb7yxpJ9q+a9eb2Qmp/eA0zkBa3pUBNE5SUCmWWJrLebiw5Ur4NsJP4mKXw8zsDEl98PfoqhSTBHCcmV0lT7t7AZ6coWCQmY2hLa/jMR2z43fS+92u90UhuBgEQRAEHSY8JwsxZnaytRWq61TDJI0ztWKcvmXDRIuA0KSZvQocDhypkuVg1YKIBwE30FqckTSfHc3F+f4FfBP4WzKCrsAzTlVxOlm8TcaReOa12eeZ2T0p0QK4AfB8VlclaJizC/AI8Ds8yLzVu4bHsAwrnXM3sF3yhnTH9UZqZhBTk2KJZnZEGvMnpDTJeb8pm9u7QFVq39E0L1B5ER6vs1KT7dsgTzRwJTAG//gzETgW+DB5h7ZL7ZaVdJGkB+Vet/2L8yXdnTxfD0vaMZX3S16fq+Qeur+U379sDrNFGKdOe7ejlxIEQRAE84UwToJOw7qu0GQrzDVmFgNaiUqqWhCxEKIsz/E+YMf0+3r4grbYh7kjbrxUMRp4L3kEcjbFDbpaDAP+IekWSUPSPa5HMe9rgf0kLdmgPbgn7E7cAN0fuL5B+04RS5S0FZ5i+9WK6r2Av5XK/pJtzTo9K5+GGyjfm5P54Nd1NvBxXOTyi3hmsWOBIjr9BDygf1v87+V0ScvihvzuZrYV/n6fk/W7JZ6l7mP4O7NT1eCWiTD26L7MHF5KEARBEMxbwjgJ5hZdSWiycgrZ75WCiGmL0gbAPSnl74eSNkvn3IunCl4XeCZlXFLyOGwNPFBn7F9Q7T1pmZx0vzy25GyAlJVrE9wI6gf8S1mGsdK5SwH74J6ct/HsanvUGy+j8BANYM5SKdciz+AxRNLj+PyGltqdLulp4M9AOXp1UOYFOq5Udw5wqDxVcUeZYmYTzMVHJwJ/TxnccqHFPYAfyjPdjcK38q0DLAn8QS7AeCVuiBQ8YGbPp37HZn0FQRAEQZchYk6CuUWXFJoEkLQergT/Kr7gryWI2B/fajQljb08vmg/0cyeTMbUZ3FvCMBDeErjKWbWKhg8x8z+IU85vUNWPBGPbbkutdleHoi+X3bei7hn4CJJjwCbpTHL7IXH1ExI814G3zZ1U0Xb8tweSAbYdDN7osE9n0x9scR6oojQEnPyeeBSSetnaXWPw43To4BLcIOvISke6DI8dqqjNCO0KOAgM3s8PzHFtbwCbIF/PMrTBOf9zqSJ/7+X7LlmZBYKgiAIFirCcxLMFazrCk32xLeqnWulPNzWVhBxIB5PU8xxa1rHnYzGtxCNzo6Ppna8Sc7JwPHZ8XnA4CJGITF7T49cwHHJ9PtquFZKrtuRMxD4ejbvdfFn1uweoR/Rsn2pJtZYLLFSFLGin2vwGI9DS+Wz8O1Vi0nas8m5A/wajwGamx9vbgO+W8SNSNoyla8AvJTm/mVc1DQIgiAIFhnCcxLMU2zhFppcEg+q/xO+gK0iF0RcBw92L+YyRdLbkrY3s/vxrV374AtrcONkPZowTszsZkmvZccvS+oP/ErSmrhX53Xg56nJHsDZckFC8GxWL5f7TQbInvjivOj7f5Luwb08VzQxt5oZ1iqoJ5ZYKYpYo5+fA5dJ+kNpLpaM3uNpyRr3F0nT0++vm9lupXNel3QtMKQd19FeTsK3Po5PBsozuJfrt8DVkg7BDbH/1eyhCd5/dQrP/WbQHE41CBZ+1v7uX+b3FIIgaJIQYQyCIOiifHydHnbTcXvN72kEwXwnjJMgmP8oRBiDuYW6ttDiOGUpXLP6IZJmSFohK+sn6cYa/fWU9IGkb5bKn5F0dXZ8sKTh2fHe8jSwjykTdVRr0cHip27GLXla2kfqtZmbqEWEcePSnCx5z4qyldO9OlfSCdn1zcx+P6rBWLXekReUAv/TOM+U5vHdrP25cr2WQqxxm6xu9r0snrtqi1JeKekJ+Va04vybJOVb+oIgCIIgqCCMk6AjfAfYx8wGqb7Q4vbAdsBP1ZJJ6wwz2xhPi7qTkhp4LSSdBWwIHCRpfFr8nZCqC6HFIg6lldBi0sM4Hw+cLrIzvV8xDLgIIng2qBWA29NYPVL5QHwr2oGNbw/gMTH/om2KY4BtJG1aca2bAecCXzKzTfCA9TxjWX4dfc3szSbnUomkPUvGzlj5dqbOYiBwDzBA0rXyrXE3A+8D31dLHMgheEB/K+0ekvhl+jmnaoB0Ha3EOEvVM4Gv1jj1VeB7tQzWBixJdcrhXc3sEDwYvxCoPABY0sw6LZ11gTy7XRAEQRB0GcI4CdqF5r3Q4ju4ofMX4FRrLTTZqUKL2aL4h8Cd6XiqpPWB7nh8RJWxUcVAXG18LXkMSM4ZVAeMHw+cbGaT0nw+NLN2BfNL2jp5EUYDR9Rp9w081kPAU7ggZF/gLUnny4UAn5C0X2o/WNJ1km6V9LiknzaYR3dch+NrwAAzOzD1vw+uQfM3oBDx7I/r4nSUemKcZ+Eph6sW8a/haagPrahrxAfWVpRyF2sRJv05cIikvsAvqfEsJC2WvGkrZmWT5d6/z8pTQv9b0p3y1NSFF+0CSbcDl1b0OVuE8Y1pM8rVQRAEQbBAE8ZJ0C66sNBit+Q5mISnIz4pqysECe8GNpK0SlUHBZLWBlYzswfwe9S/1OSvuC7LBqXyWql9C4ZkHo42WasSFwNHmdkn6s0RuMbMtjWzLYDHcCOioDfwaWBf4HxJS6fy7YBBQF984V1v3+gBwK0pg9kbcqHEnBG4R2Ut3LvxYoP51qPeO/Is7r35co1zf4l7cTo1K1bKRHYsnqhhhLmKfVW7WXj65wMBJG2P6968kua9g5ltid+vPDvb1sD+ZvbFij5nizCu1H3pcnUQBEEQLNCEcRLMCV1JaLHYQrQxrvNxqTRbpGMAvsCclcY7pEFfA2jxBIyg7YJ5JnA6nnK3PeTbusoK8cjjYVY0s3+moj/V6Wuz5B2ZgBsc+Tazv5rZrLSgfhpXOQf3hk01s+n4ffhknf5zY7HqHtwK7J7KG2YAq0WT78gpuO5Jm//vzGwKLnhZXuRXZQppV/YQM7sBeJPGqayvoMWAHUDL/VgLuC09o+No/YyuT88hCIIgCLoUsV85mBO6pNCimY2WtDLulVkN6APckfpeCl+wn9dg3qtKKnK4riGpT+nr+Z9w42RiVjYR/yI+rtm5SroYj995EV9gVy6g83Zmtg8wHDjAzMalIPB+WfNyH9agvDxWD+AzuAFkuFaHSZr95d/M3pf0EL71bVPci9YRGr4jZjY5xbt8oUYfp+BaPHma4qm4gGZBWQCyWWaln3qMBjaQa+gcgG+3A/gN8Gszu15SP2Bodk5TKYaXWmXdyFIUBEEQLFSE5yToMF1YaHFjfEE9NY03tJiDma0BrCmpV41zNwKWNbM1s3mfSmvxRczsA2AYre/D6cCP5UrzRTzCMfXmamaHJU/KPilA/i1JhUdjUFW7VLQc8JJcmLEshHFIGnt9PL6oUDHfXdJKKQvVAXiMTxUH45okvdI9WBuYQltPy5m4521qmx6aoNl3JHEyvs2qDSnG51FcZ6RgFPClzHt2KBUCkJ2BeT73a3HtnMey+7ECLUKZHYmLCYIgCIKFjvCcBJ2OLdxCi+Db0g41s5ny9K/ljGLX4sbG/cCukp7P6iam+pyrcQ/PSaXyP+JB9gCY2XhJRwOXy8UQDbgpaz9ELerp4J6PZ0p9HgZcJOldsgxqFfxfmv9/gAm4sVLwOK7OvirwLTObkZ7VPbjHZwPgMjMbQzUD8ViOnKtxz86vsuudSGvPUXtpzzsyUdLDQDn2peBk4N/Z8QX4drZxyfszhvZvw2sPV+B/L4OzsqHAlZJewDO/rdveTme8OplJ5+3fGfMLgvnKxkdcN7+nEATBPCJEGIMgmI1cc+VGM7uqVD4Y2MbMjpwf8wo6xmbrrGhX/eDT83saQTDHhHESBAs/ChHGYH6heSjSKOkrkh5J7R+VdGwqrxTgk7R5lvHqDUlT0u931ui/t6TpKZ3rY5IeKOab6gdLeq3I9CVPr1zuo5VAoKQtMi8NkgbKBSWXTMebSxqffp8tBqjGAo57pflNSvO5QtI6qW4HeVrasek6hjZxb6+TpyQu2Fo1BBLl6W1NWQYyuXClqU5WL0ndJf1e0lPpGd4laXtVCEimMfLnWzy7cZJ2zdqNkqc7HifpQXk636LuGbWIJY6VdE7W3xy/L0EQBEEQzBmxrSuYG3wH2NvMpqi+SOM2+Nalp9KicxawLDANzwa1u6S9zeyWqkHkAo5HA3uY2YvylLd5ythCgO936XgxqjNY7dog7uGplM4VSesB10hazMwuTvVXmNmR8kDwxyVdZWbPpfatBALN7H/4NqpekpYzs3eAHfGtblvimaN2pHY8xzaSNk1bovJ7sRkeQP05M3sslX0OTwv8LHAJ8IUUAL84sFFV52Y2OJ27Ir4Fapqkdc1sOB5EX4w3DdgVz5D1VWA1YAZwt6TN0v08GI/lqMeFeDxKn5TQYD1gE+CV0vWdAHwLmCnf2rYOnqr4i5J2wbdh9clOGWRmYyQdhsfy7J7V7WJmVcHt5fcFM5uAp06u6VVqljSXsnDjvWZWU48mCIIgCBY1wjgJOhW1Fmm8CDc+rga2zZrNFmlM51wJjDKzy0t99aC+SOOPgGPN7EUAM5sB/CGrLwT4irJZSTCv6H84vthsOiDbzJ6WB6mfiWuK5HVTJU0GVqdF56UQCNwEFwi8PC3CH8TTH9+JZ+g6DzdKCuOk1pf5QsCxHMT+A+CUwjBJ87k+q18FeCmVz6Sx0XAQcANuJAzAg/pbke5bsXAfihthe6f7sB7wFvBBrQHkAffb44bErNTn08DTknqXxjo5eZammdkZxbNL1aMp6ehkjMbT8DZD+X1pN/KsWj/D71tf3MiegBsl3fA4oafkmbnOB7ZL78LRZnavpO3SPLoB04HDzOxx+ba6zwHLAOsD15rZ8VQg6XDgcIA1Ptqto5cSBEEQBPOF2NYVdCo2b0UaG4kWNhLg6ygP06L9MZu0hWppYHxWXEsg8D5gR0nL4h6jUbhRAvU9J7UEHDdN86rFMNyrc62kb6pFWLEWhfBklbBhLd4GnktenGb0SzYFxlbo5LSXvXDF+WbrRmZbtfJteJ31vmyBGyObp742NLPtcC/Rd1Obs3Hdmm1pnfp4ErBz8tT9BE9zXNAXf582B/rLxT7bYJkI40e7LzWHlxIEQRAE85bwnARzk9kijWqtP9IpIo1NcgpwPa2zXs0p5fn3T1uLNgK+kTw4rQQC5Rm9LpL0UTP7L258fB8XjnwwfU0vtC6617nuXMCx1na3HrhRtwxwgZmdYWY/l8cA7YF7cwbSWtskP39VPCPXPWZmkj5MW7UeqWpfYgTuadkT3/Z1WBPnVFErU0defrqk03Cv0A6ldn9Jht/itM3QVWtbF3TO+/Kgmb0EIOkp4PZUPgE32gF2w7OKFecsL2k5PH3wJZL64Ne6ZNbv383srdTvo0AvWhv5QRAEQbDQE8ZJMDeZ2yKNhWjhP2o1aEKAryNsCTyWHRcxJ58AbpJ0i5m9TH2BwH/hW90+iW89Ar8vA3CvSj1qCThuBYwrtlulOJ7uRQMzewr4Xdq29JqkHjW2tPXHBQinpGe3fJrXiRVty9yAG09jzOxt1RfFnAhskeJ3ykKFZRFEcCHEKdnxcfi2qaPwmJqts7pBuJjlL/Etc59vYu6d9b68l/0+KzueRcv/uYsBn7CSyruk3wAjzezAtLVtVI1+Z9LE/99Lr7JBZDkKgiAIFipiW1cw17C5KNKYOBU4Ta7ijqSPSDqqol1NAb72khaMZ+DB560ws9G44fA9NRAITIHwz+G6FoVxMhq/7rrGSQ0Bx9OAE1IAfsEy2bz3VYul0Adf3L5ZY4iBwF7ZvLemJCJZZ27T8fiXk5to+xSuH/KzYm6S+kja38ym4SKRu6bylfAtWveU+piFb5FaTNKepboPcINqh9J9aUSnvS91uB2YnZZZLRnFcuHFwXN5DkEQBEGwwBGek2Ce00kijZjZzWkL0p1pcWvARRXtGgnwNWJ9Sf/G40neAX6TZeoq8ys89uM+6ggEpm0/9wL7F5m9cOPkFBp7TqCtgOMESd8DLk3bg6biMRQ/TU2+DAyTizN+iAeht4n1SMbXOrhnp+h7iqS3JW1vZvc3mpiZjWhi/gVfx5MLTE5zm0pLAPtXgPMknZmOf5YMmvJ4loza4ykJT5rZ9HT+scDXUvFIScW1jzezr5TOmdP3pRmOwq9tPP7/8F14NrLT8G1dx1DHI9gs7742mYfP/+ycdhMEc8xW37phfk8hCIKFhBBhDIIg6KJ8rNeK9ucffWp+TyMIwjgJgiBEGIMFE4VAY7mPLiHQKOkEhUBjCDQGQRAEwRwS27qCeU17BRofSovaz9Ei0ChggKR/dqJA45K0FWj8MNdFqcHCLND47XSfNgaewUUUR+LpimuitgKNU8zsZFKciaRpJT2Zobhmx92SCnHFDYA2W7RKNCXQWIPjzOwqzT2Bxo6+L0EQBEEQ1CE8J8E8Q60FGofgmg9XA69mzWYLNKaUu3cAj5rZFma2gZn1NbMtgOtop0CjmVUJNBYG+gep775pgXl96qNpUvrfY/B4gnLdVKAQaCwoBBpvx42vIsC7EGiE1gKNpH9rxaQUAo1lKgUazexH6Vqn49oafc3sO2bWrEBjkTa4Gc4Ank/jfR6PsXi+VmO1CDSemAs0mll7U/w2EmisVVdmjt8XSasn789YuUfvU6l8WtZmtscreWx+J2mkpKclfVrSRcm7NbzOOIdLGiNpzH+nvd/k5QVBEATBgkEYJ8E8IwQaQ6BRi7ZA4xeB25IxswUwtkF78HTKnwGG4AbhMPzebJ5vScsJEcYgCIJgYSaMk2B+MVugsVQ+rwUaj6Nz/w6qBBonAk8DZ1cJNOJG1lbytMrgxseOwHYkgUagvQKN1ZOTeqSF9xNFjIaZ/RzfRnc7voC+tc75uUDjE8CHyeBohsLTcgBwbZPnVNGsQOPTwJ9prbIOLtD4PO5RKqeE3iXziAwr1c3p+/IgcFja5rZ52rbXiBvMs5ZMAF4xswnJkzQR6N3BeQRBEATBAkvEnATzixBoDIHGem27nECjmd0laWdgX+BPkk43s0tpbVSVvVa5gGNZ3LHh/9/L9NwgsiQFQRAECxXhOQnmCyHQGAKNDdp2OYFGSb2AV1Ps0x9p0VF5RdIm6b04sCN9B0EQBEFXITwnwQJFCDSGQGNGVxNo7AccJ+kDPOtc0fcPgRtxg/QRMo/WnDLttcnce8F+ndVd0E52OvzG+T2FIAiChY4QYQyCIOiibNxrRfvjCZ+c39NYZAnjJAiCoAWFCGMwp2geCiam81oJEqay4XIRwuWysrPlAn6rZpmVXpYL5RXHlWmK1CIQOE7Sw5J2LNUPkTRD0gpZWT9JlasMST0lfSDpm6XyRqKIe8vTvT6W7tMZqXxo6TrGyrOT1btvbUQJ5yWSDkzPY+OsrHcqOykrWzndq3NVR7SxwVi13pE2IomleXw3a3+upMHp99lClln7R9Lv/STdKOmwbH7vq0Wo8Up5YoFu2fk3SWo2vXIQBEEQBCXCOAnq8R1gHzMbpPqCidvjmaV+qpaMU2eY2cZ4gPhOcrG/mqgkSFiqnozHZCDfl78L8AIeG3FlRXdXmlktgYfpmVbKj/DYlJyB+JayfO//usCnSgZDsYXpEHybU1VK3W0kbVpxrZsB5wJfMrNN8LTHeQauYbmGhpnViv+Ya5QW5MXPeTWaD8TjPcqL8qeBfE/RIaRAfTM7OdMIyflqGmvzijnVe0cKkcQqXsVjfTqUV9fMLs7m+iItGb0OwYPuT0jzOwAXZ5xYce8abnkLgiAIgiCMk6AG6rhg4l5m9q6ZjQRIRsLD1BdMhApBwozL8SxR4Pv278VjI2YvcnG9lGJR3zDgOrE88N/smtfH9/ufSGtjYwpwd8lgKEQSBwLfB9aSVBb0qyWKeDxwsplNStfwoZn9tsk5F3PdOnkRRgNH1Gn3DUkPprZXS1omlQ+XdL6ku9PX//1S+WBJ1+H3uxtwbXbNbcaR1B3YCY/ZKBsn04HHMs9Ef6rV56eX7m1fM5tQ0a7eO1IWScx5DU/XfGhF3Zzyc+AQuebIL4EjUrrf8vVsn7xil0i6PXnWPi/ptOSJuVXSkgCSfpKe2SOSLpCzRCrrl9qcKqnyPVcmwvhmiDAGQRAECxlhnASVzGPBRKgtSAjwJNAzeWUG4noZHaVb+pI9CU/be1JWV4gL3g1sJGmVeh1JWhtYzcwewO9R/1KTWqKIjQQih2Rf3EfWaHMxcJSZfaLeHIFrzGzb5Cl6jJbAb3CdjE/jqW3PV4v44nZ4ut2++MK73v7QA4Bbk+bJG5LKgeIjgAHyhAYz8Xeqo9R7RxqJJP4S+H7yAHYaZvYuHlB/FzDCzJ5scMr6+P3eH9dgGWlmm+OG3L6pzbnpmW2GG4j7mdmHePa230naHc9O9rMac5otwrhiiDAGQRAECxlhnATNMFcFE1VfkLDgGvzL/Pa48dBRiq/0G+MLvEul2Wl0B+ALzFlpvEMa9DWAFk/ACNoumBuKItYg39a1S7lSHg+zopn9MxX9qU5fmyXvyATc4Mi3mf3VzGalBfXTtCjb32FmU1Pq32twvZVa5MZi1T24Fdid5lTha9LkO1JTJNHMpgAP4N6XVlUVw7UrS4iZ3YCnXm7G+3VLSmM8AVicFsHLCbSIKu4i6f70zD5DemZmNhF/1jcAX62zdTEIgiAIFloilXDQDHNbMLGeIGHBCHx72CVmNkv1BfyawsxGS1oZ98qshmt83JH6XgpfsNeKsyjmvaqkQel4DUl9Sl/Pa4kibo0LATaFpIvx+J0X8QV25QI6b2dm+wDDgQPMbJw8CLxf1rzchzUoL4/VA188bybJ8MW2STp+9olm70t6CN/6tinuResIDd8RayySeAquqXNXVlYWdFwJeL0D85uVfhrxHrgGi6QPrCVd4ixgieS9+i2wjZk9J1eTz4UZN8cNoVWbmVT3nhtExqggCIJgoSI8J0FDbC4KJqqBIGE2h2fxwON2xWY0GHtjfEE9NY03tJiDma0BrCkXzqs6dyNgWTNbM5v3qZTiLqxaFPF04MeSNkx9LSbpmHpzNbPDkidlnxQg/5akwqMxqKpdKloOFyxcMm+XOCSNvT4eX/R4Kt9d0kryLFQH4DE+VRwMXGpmvdI9WBuPzyl7Ws7EPW9VivMNafYdSdQUSUwxPo/SOkh/FPClzHt2KFBrK928oDBEXk/xPHlmvM8DPYCdgXPUIItbEARBECyMhOck6DDWOYKJO1NHkLA03u87Ydrd0td18G1ph5rZTHn613JGsWtxY+N+YFdJz2d1E1N9ztW4h+ekUnlZFHG8pKOBy1OAugE3Ze2HSPpSdnyAmT1T6vMw4CK5OOFt1Ob/0vz/g28dWi6rexz4J/4V/ltmNiM9q3twj88GwGVmNqZG3wPxWI6cq3HPzq+y651Ia89Re2nPO9JIJPFk4N/Z8QX4drZxyfszhvZvw+s0zOxNSX/An9UzpL+t5OH7JbBr8qicC5xNgyD/t19/kjsv3Kdek2AusdvXb57fUwiCIFgoCRHGIFgEkWuu3GhmV5XKB+Nbio6cH/MKOpcNe69gvz1xp/k9jUWSME6CIAhaoxBhDOYl6qBgYyo/WdJzkqa1Y7x5Kdj4iFxwb5msrpXwoKSl5WKKm2dtjpen660rSJiOK8UX5UKAJumz2bk3pvJrU7vJkt7KzmslLJnOadUWT8V7uqQdJS0l6SxJT+Ff5/eRtJakHo3uWfk+pLJ2iUJKOjbdu0fSc/1KKn8meQyKdrPFMOUpj19Lc5kkT3ddtMvv5aOSBmZ1wyVNya7jvqy/WZI+nrV9JF3L/ants9mYYyX1bvYagyAIgiBojjBOgs6iGcHGYcCM9HOBXN/hBDz70HbNDqTGgo2DigUkcDjwAXAnviWmrInSt07WoyKz12bA+8C3srpWwoNmNgOPK/mtnDWBb9KyRaimIGFGLfHF50lCfzlmdmC6nq/TWoflvibarpRiie7DA8WXAzY0s9XwbWnXAG+kc3atuDcPyAPiawkwNoWkb+HZvLZL9/k64KT07NYARqZ3pIor0vx2Ak6Qp3YuGJbq9gd+r6Qhkjguu1e5IVfrPm+f+vpJMWb6eabGNR1WMjLrCVgGQRAEQZARxkkwx6h5wcYrzWzzpOswHDjFXETxX2b2UjuGbCTYuG9aTB6TxilUvTsUkJ24G4/BqCk8aGa3Ai8BX8ENsaHm4pTQvCBhFePwAPjd52D+lSRv0GHAkCJVtJldjGeV+kw6nkpbg65valNLgLFZfownWHg7jfWTFGCfq7HXFdVM85sMrF5R9yTwLq0zctXiRmBTebKDOeE3uGE+E8/8dXjq92lJnwOQtLik0+XCiuMlfTOVd5f0d0kPJ+N9/1TeW+6Z/IOkiXIhx25VgysTYXzrncg2HARBECxchHESzDHWSYKN7WBeCUvsdDwAACAASURBVDYCs/Va9saDlKG+8ODReNB1TzMr6480EiSsJ774C7Kg+k5kA+DZwjjIGENrTZQqGgkw1kW+/W45M3uqPedV9LMOnuVqfEXdVng669xQPj27z3/JymcBp+EG05ywLDDKzLYG3sGf3e7438XPU5uvAW+Z2bbAtsA3JK2LexUPNLOt8L+nM6XZmcT6AOeZ2aZ4OuGDqga3TIRxheVChDEIgiBYuIhsXUFnM1uwUa21SOoKNjaLMjE+efasiyR9NPNQQGvBxm+2d4yMPLPX3XjWLXCjp9BuKYQHHwYwsxcl/QP/Cl/mVnzL1CtUCxIOM7MzqiZiZndLQtKnOnQltRHVz6FWeU7N+zCHYxc0EkjsL2kXYCPgG2lrXcEQSd/APXp7lfo4rpwIIOMyfIvYuvWnXpf3aS2u+J6ZfSAXVeydyvcAPq6WmKwVcOPjeeAUSTvjxtKatGiaTDGz4n18KOsrCIIgCLoMYZwEnU1HBRubZV4KNk5P24tmozrCg2atBPXaCPLZnAsSnozHRHzYzvPqMRnoJWk5M3snK98KjwWqpN59aHZgM3tb0v8krWdmT1c0KQQSC1HEskDiFWZ2pKRPADdJusXMXk51w8zsDLk2yKWS1i8ZL7Xm9KGkM4EfNHsdFZTFFXPhxeL/XAHfNbNWaaDl2dJ6Alsng+YZWrRP3suazgQqt3XlLL9yn8gaFQRBECxUxLauoFOxDgg2Novmo2BjRrPCg7XosCChmd2OL9a3aO+5dfr8H3AJ8OuUyAB5tqxlgH/UOXVO70PBqcB5kpZPYy8v6fBUNwr4cipfHPgSFQKJZjYaj0H6XkXdNfgWtbp6ICWGA7vhRsLc4jbg20WgvqQNU3KHFYBXk2GyC1ApAhoEQRAEXZXwnATzBKsh2Agg6TQ8yH2ZtFXrQjMbWtHNvBZsrKKe8ODdjU62+oKEbcQXK9qcjGe06kx+BJwBPCFpFi6eeWD29b+KRgKMG6m1aOUQM7uyop/fAd2BByV9gGdWOzPVnQT8TtI43NNwK/DnGvP5FS74eUpF3c+By+TihuAxJ3n8TqtMccnDdQ4ucji3uBDflvVwiil5DX/efwFukDQGGIs/iw7z1utPcuNFZW3RoCPs99Vb5vcUgiAIFglChDEIgqCL0qf3CjbsJ21kb4IOEMZJEATBnKEQYQwWFdRBAUhJy0i6SS7iN1FS2RNQa7x5LQB5g6QVU3lvSdPVWkOjEC3sLun3kp5K13OXpO1L/RU/P0zloyRtk+b/zdIcDpB0c3ZcS3CxmM84SfcppeJVJppY6neUpMezudQKTi8LKj6illS8jYQWD87GGpPVbSNpVHa8XbpPj6f34ML0XgxWtUDm7DlkfdR6Hw4mCIIgCIJ2EcZJsEAi6QS1FbKrJcbXjADkT/HsXdsBP5XHvQBcgKdv/RA4Mi3sx8oDvqvm1UgAstClWAxPBfsCMDPTBumIAOQbwBFZ3VPWWqzx0lR+YWo7Ht8etTJwuTzj2Pulc8qG2OW01SoZkMoLagkuFvPZAo9faZOKV9J5xXPEkyYAnJ3Oa7SILwQVD8Gzsy1WKq8SWsxZRVKbvU2SVgWuxGOANgI2wbeOLVduWzUHuXL8Y8CGwEFyvZLNG1xLp5He9SAIgiDoUkTMSbBAkoT36orvQRsByIvwVLNX49oRBXsCd2QxLncAe5nZ5Xj8xnWp/GzgETP7A7UpBCA3wQUg88X75bgGy5/xzGT34vooc8po4OP1GkhaHze+BhViiqX6aQ3GuBMYLml1M3tJLs64G/CNdH4hPLkLcD0wtEY/ywP/LRea2WzjKnkujjWzMeV29TCzx+SZ31YulT8pqRBafLXi1NNxjZjyvpwj8Ixuo1M/hidxQDUyvOVzMLPt5XFU7+Dvw+1mNqHyxBpIuiLN4eZ0PBzPkvYQ/p4VBvCRZnafpH64of0S0Bf4WEWfh+PCj/TssXS5OgiCIAgWaMJzEizUdJYAZNo29Vng7w2GnNcCkIsDu+IGQcH6JY/Sp/DUxGOrDJNEt9I5/fPKdN41wBdS0eeAkVl64XqCi8V8ngKOAX7dxKX9JZvL6U20J21Rm4UHj+flVUKLOaOB9+TZr3I2w42ApqmYQ733oRlGpD6Qb/HbFbgZN7J2T2KM/YFzsnO2A04wszaGCZREGLuHCGMQBEGwcBGek6Ar0SEBSLn2xOXAOTX0Nop280MAsje+gL4jq3uqQn+lVRxEBW00Wyq4HPcynI1fw6VZXT3BxdnzSUbPBbQVPiwzqB2ekyKL2TtAfzOz9HzrCS2W+QXuPemofknVHJp5HxpxC3COpI/g13CXmU2XtAJwrqS+uKbJhtk5D5jZlA5eRxAEQRAs0IRxEnQlOioAeQH+5f0s6jPPBSDTIvVGfAvSOXXaTwS2kLSYmbURgGySe4HVJW0B7EiKLVH7BBevBy7u4Pi1GGZmZ9QqVxNCi2b2j7QFa4eseCKwNc2lZq6aQzPvQ13MbEba5rYn7iEptgkOAV7BNW0Ww+OiCv7XbP8rrNwnskwFQRAECxWxrSvoMnREAFLSL3Dhu6Pr9a35JABpZm8BRwHH1gn4xsyewsUGf6ZkEUnqI2n/doxl+Na4S4Cbs4V+ewQXPwk81eyYnUE7hBZPBnKD6lzg0LRVCwBJX5K0WqMxm30fmmQEcBjwKVoSOawAvJQMzS/jBmEQBEEQdHnCcxJ0eWoJQEpaCzckJuFieADnmlnVl+/5JgBpZv+WCxEOwIUe1/9/9s48XK/p7P+frw4aU6i5NUuKRsxFDUWpodTQIslLiU7al9IU1b6oVM1Dg1LVmlWJeVbzEBGJKUQIksqPFq3EmIqhcf/+uNc+z3r2eaZzciLnnNyf68qVZ6+19t5rr72fZN/PPXxTyFfBBWZ2JvADXMBwckoQnw4clsb0Ke3zNzP7ZY3TXZ72yfuaCS4W8xHwYZpHwdaqFmPcI/19maSZ6fM0M9umzuW3SllosR1mdquk17Ptf0kaDJwqaSk8l+QBPDSvGa08D+dKKrxxL5vZV+sc6w48hO7GrHrbH4BrJO0B3EsHvCU5b057gasvbBbxFjRj9/3+NrenEARBMM8QIoxBEAS9lFVX6msnHV3PJgpaJYyTIAiC2UchwhgE7dEnKNgoaR+5aN9EuVDgoan9Irmo3/xpewlJUyUNzCpYvSHpxfT5rjrHLwQQn0jXNK6Yb+ofKun1dIxJkobVOEaVgKCktXMPi6QhcnHJz6TtgZKeSp/vk7RB+jxV0jXZfrvLy+IW29un+U1K8xkpaYXUt7FcM2R8uo7hTdZ1B0mPprGTJJ2arevupbEzSmtViDZekl3TlpLeTuvYdrwaa1j8+XI6nkn6aTb2rDT+7Ow8uWBmiDIGQRAEQRPCOAnmNVoRbByBJyC/D/xJ0gQ8V+FUM1sdWBfYVDWE/bLj7IDnsWxrZgOA9YC3syGzgJ8mQ+Be4Au4rgVUSgcflkQKG4U8TTGzdc1sDTzsa5ik/bL+kamS1qbAEZKWz+ZYS1ByArCiKkr3m+Bhb+tm26PrzGUDSQNqrMWawO+Bfc1s9TSfy/BKZOA5LuPS5w+AQaojupmOdRawd7rmNYG6FdZKFFXFBuJFEfbM+kaZ2brpOneStGnWN7IkYPlMav83cLC8BHAbZnZAOs83s3N+FziyZOSMbXHedZFXmguCIAiCXkP8xxbMM6h1wcarzGz/tM+5wH1JsBEAM/tQ0uP4C249foULDb6S9nkfyPMhTgd+jIvoLQo8mpf6VSeqfJnZ3yX9HM87ubDUN13SZGBZKpov7QQlU4WxR/BSyHfh1azOxo2Scenvmp4c4FRcHX6vUvvhwPFm9mw2n1y3ZSngtw10SnJ+ARxnZpPScf5LB4sPpFLT4yhp3aS+mclgbNdXg9dxQ21fqu9trXNOwEUTq0gG4sVmtmHaXgnPPVlL0q9x7Z0+wEPA/qmE8X1pe1PciD2tdMw2EcYlQoQxCIIg6GGE5ySYZ/iEBRubCfy9BDyI/6LelTwOrF5uTCFUnwOeyprrCQg+BGySvCkf42WXN0l9jTwnVwLrSepXah9ARROlFiOA5yRdJ2l/SY3eqDssnFgmHX8joF0igbyaW388ub1gUMnj0SfrOxE4JHnhOkwy2D4raZXiXPg6ghdn+IqZrYkbKDtluy5qZluYWZVhko7ZJsK4SIgwBkEQBD2MME6CeZU2wcZSe5cINrbI8XhlrK78HpbnP0jSRDz06YyiPLAyAUHcyFovvZiDGx+b4Erkj6Qyxf0kLQks1OC6Z+Eijr+qOzlp8fSC/7xSDo6ZHYNr1NyBe3M6m31cq7pH3lZUFZsOvGRmuaG2ecqleQ242cxey/rKYV1FlTGSGOK4NO/OciWVELPCYATYKuXiTMB1ZvKQuZEEQRAEQS8kwrqCeZU5LdhYCPzdU2+AmU1OL8t71hvTCdYFns22R5rZgZK+Ctwi6bb04t1IQPBhPNRtM2BM6v8HntPyUJPzX4obJxOztol4zs2TZjYdWCcZJgsVA5IBdI68FPDrkhZPY8sU6/pkjb7pQGFgFflD07L+KUnYclngPkk7Z+Flo8xsJ0lfAh6UdJ2Z5aWXG3E8rqvzQLOBdRgJXCXpWlxu5oXk3fkDsIGZvZyKBOQepZZKCy+2RP+oNBUEQRD0KMJzEsyTzEnBxsQJwMlKgn6S5pd0UI1xxwGHzvYF0ZavcCqefF6FmY3BDYeD1URA0MzexUPbhlIxTsbg193QODGzj/AwrXyNTsaT8dfI2hbI5r2jKkk2/XEPzFt1TnEK8H/JiEDSfCnPBtyIHJQlqA/Fiw2U5/gqruPSzsNjZs/j9+7w+lfZbp9JwDNUh121TDLMZgFHUfGIFIbINEkL4UKYQRAEQdDrCc9JEGR0kWBjIfi3NHBXevE24IIa4yam5Pr1OjnlVSU9gb/Mvgv83swurDP2JDz34yEaCAiml/fRwC5mVuTfjME9BM08JwDnA0cWG2Y2QdLBwCWpCth0POfm6DTku8AIuXDkf4G9aoTbFcd6StLPgMslLYCv6y2p72ZJ6wOPSZqFK9X/uM4crweGS9q8Rt8fgUMlrZy2B0naLOv/Xzx3Kec44Ik652qFkbjhtTKAmb2VvEgTgKlUnscO8cb0F/jLRdvNxrTmbfYeenvzQUEQBEGXEiKMQRAEvZRVVu5rxxy98dyeRo8ljJMgCIKuQyHC2L3RJygGmParEttLbRfJBfYWztrOkIvLLZ1VJ3pNLhpYbNcsAZTmPz6d63FJm5T6h0l6X1LfrG1LSTfXOd6Skj6StH+pvZngXz2RvuGl6xgvr7zVaN1WkvR0g/5PS5om6YRS+32SXsrClZB0vaQZ6qDYYtr3S5JulTQ5XdeV6R51VkCwmXjjWZKOyPablX2uFZ5WrG+7EDVVCyGa3DNV9C2R7vFZ+THUCSHDBvfiM5JOTN+jp9P17qCK8ONLpXVaqZhzeU1KbfW+U10WgiXpx5L26arjBUEQBEF3J8K65h7/C+xgZi+qvhjg0XjituGhKjfiInWnmtm9yUi4W9IOZnZbvROpJLZnZnky7WQ83+Av8lyErYB/ArMK3Q15Mu4MMzuVxszM9tkOj93fIusfgoen7AZc1ORY4HkRD6f9zi31bSBpgJnlide5SN+OZjZJXl3rR9mQES1cR0c4Hw+p+rkqooxXpb/fwrUoHkxG0LJQrXmRjKqbzezqeieQhyo9hN+Xd1LzmsCS6XORzN0HeEKezF2U+x1pZgeWjrcSSbwxba8CXCtpvjwkzMyOw8OVkDQj12GZDf6O52Yclbb3oDp5vuBRfO1yRjdaJzw/6DlgT0n/ZxW38G/xtV/TzD6Qh9ttYWYbgRseeOJ52zqpic5Mk+9UvX3OrnFNZzQIw8PMyqWugyAIgqBXE56TuYCqxQCHAT/FxQBzEbrtgDvN7A0zexO4E9jezN4zs3vBxQDxHIJGYoBQEdu7Axfby7kcL18KXqVqNB73P7ssArxZbEhaFa/OdCTVmhqNGAIcAiwnqSyKVwj+lWkn0mdmHRLpk7R++lV8DHBAk+HzAd/DjYefpFKzx6W+K/AKVwDfBq7tyDwy1saNjFWycrZfNrMqj04qcduqgGC+39+BnwM1PSJdzEzgWUmFWzfX9cjndKGVVNbNrNm9GAKcgeezbAzuaQR+CPzUzD5Ix/6XmbU7Zwdp9J2qiSXl+HRdPwPeBnaQl1U+UdJeyaszIX1fqrxRcm/cSWnM86qdL4OkH8k9h4++8+6Hs3mZQRAEQfDJEsbJXOATFgOE+mJ7AC8AS8orUw3BX6g7S58UFjMJL0n726xvSDr/KGA1SUs1OpCk5YFlzGwcvkaDSkPqCf41E+kbloXvtKvklLgQOMjMvtpkjn2ArYGbqb22d+O/rH8KN1I6q03RkvCgOi4gmFNTvHEOcQUwWF5kYBbtk8s7TIN70Q/XNHmn3r6dpNF3qlXWBg4GBuJFAb5krhR/Hv6DRS0+ncb8jEpBgSqqRBgXDhHGIAiCoGcRxsncZ46KAaqx2F7BtfjL80a48dBZZqZfhlcHtserMxXXMRi4wsw+Tufbo8mxBlP5Rf0K2r8ANhX8q8OIzPuwVblTng+zqJndn5oubXCsnYB7zew93PO1m6qVwmfhKvCDgD5mNrWDc22VTgkIlmgcx9S1/A34Bn5Pu0pMsNm96AoMWv5OtcIjZvZq8uhMwb0w4BW6VqqzT+F9e6zBmCAIgiDosUTOydxnTosBNhLbK7gC/+X8YjP7uFm8fSuY2RhJS+BemWXwX/TvTMf+LJ57cHaTeS8taa+0/QVJ/c3shWxMPcG/eiJ9NZF0IS5e+AoerlOzhF0+zsy+mea4aba2i+PesDyx/QrgOmB4q/OpwUSqc3fKzI6AYEFZvHGOYWYfSnoMD9kbgHv/Zpd69+IhYAVJCyf9llaZKemzKXQSIBd0bOU71QofZJ8/zrY/pv6/zcWYWQ3GtPH5xftHxakgCIKgRxGek7nMnBQDVBOxvWwOL+EaHh3KzWhy7tWBT+GaFkOA4cUczOwLwBclrVhn39WABc3si9m8T6CSv1HMu5bgXyORvpqY2X7Jq/BNM3sLeFsVXYu9ao2TtAiuoL5CNscDaO/hGZXmfjmd56/AJpJ2LBokbS9pYOk6OiwgmI61EnXEG+cgp+Eew1oq8B2i0b1InpTzgTNTAQkkLStp7yaHvR/YO43vA+wJ3NvqdyoIgiAIgs4RnpNuinWNGODXaCC2VzpfuRpWZ+gjqfjFXsC+ZjZL0mBgh9LY63BjYyywtaR/ZH0TU3/ONbgX4rel9rLgX12RvsSw0ovprjXCrfYDLpCLAtb72fnbwD1FknXiBlwVfv5sPoa/+HcaM5spaSfgdEmnAx8BT+H5CouXhrcqINgR8caOcGRa/2LuNYs1mFdZq1WlqzM0uxdHAscCz0h6H/gP8OsmxzwYOFdeNlnAJWb2gKQtaf6dOjfdJ4CXm+UuzUmmTX+B8y8JEcZW+f4+4WUKgiCY24QIY/CJkl72fgI8bmZ7pfj9h4FBlsrEyjU3CoPjWDO7OBkaVwGr4iEtN5nZL5ucax+8epfSnwvM7FR5+d5vAKuYl5ZdAi9d+y0qOSYr4NWU3gammdk2NY6/Eh4KNYnKS/7ZZnZx6h+Ke3L+mfrPNbMRpWM8CTxjZkPS9tp4eF1RangIboD1NbOPkrfkMjNbS9J9wKFm9mgKMXrMzL6T9tsd2MnMhqbt7YFj8BCk9/GSu4eZ2UuSNsarXM2f/ow0s+FN1vYGYKnixVvSEVTyiAbieRMAF+AhUUcD/c1scho/DPgd8BUze7TOORbCPSzbpDlPBw4D/oXn1qyZjR1OKned7u8W+L0T8HMzuzuNuw8vK/w+8CHwwyIELq3hu/jzBfCAmR3UVc/L3GCllfvaUb8JEcZWCeMkCIJgzqEWRRjDcxJ80nwi+i5yzZGfAdua2SuSPodXRCqYhZcAPqdosA7qjySa6YWMNLMDJS0OPCfpajN7OY2vpZUxAVgxy5HYBDd+1gXGpe3R1KaR9svvgZ3N7NnUtjOeUP0ScDGwp5k9me7Jao0uWF4lbj1ghqSVzexFa6CJkgyHCbin7NjUvDvwTKPz4DkcL+JGzcdpfdfAjZNmHGZmV0vaCs/P6p/17ZUMuv1w4/EbWd9WZjaN9nTV8xIEQRAEQQMi56SXoGo17+LPEXPgPIvXOM/49PLdbN9PUt/lV7hX4ZW0z/tm9ues/3Q8xKvLDHRroBeScismk4QYE1VaGckr8jieq/NECpEbihcO2CTtswme5F2LetovhwPHF4ZJms+NZlaUHF4KeDW1zzKzZkbDBUAfYFFgdIvP2vV4bkZhxL0NvF5vsFznYyPgSPMKb8X6fhO4FQ9LK569/Rqcdwz1dV8a9ZXp1PMiaWA2z8mSZkiarsbaJt+Sq9c/IekuuWgkks6U9Ov0eTtJD8hzYIIgCIKg1xD/sfUSzOw4qy4Zm4sBduV5ptc4zzqtJDbbJ6vv0kwb5CW8zO93G4zpDDX1QiStgId2PZU1V2llmNmE5HH4HXAJrib+JF6lLTdO6nlO6mm/DEjzqscI3KtznaT9k5epEYvg924LPISplWftHeDl5MVppYTwAGC8lUpsmwsx5sKM6zTJldkeN4xa7bs3MyaGZe2del6Ke5ru6w9wgdM1aaxt8iCwcfLIXYGHJgL8Es8h2go4E9ivMNxylIkwvhsijEEQBEEPI4yTYG4xR/VdWuR4PIehK78H5fkPkjQRL518hpm9D021MkbjRsiGuBbGFKCfpCWBhRpcd1Ptl8zz9byS8riZHYOH0d2Be3P+1mD/pXFhwwfNq4P9NxkcrXAFHtq1K+0LHnSEeolyefspkv4O/AW/zzmXyQswHE77CmVbZUbPiFJfVzwvrWibLAfcLmlCOt8AAPPKYz/EvYlnpeeiHZaJMC4cIoxBEARBDyOMk2BuUei7TMXzD/4gaVfcU7J8Nm45qhXEW9V3KfRO6pKSs8fjZWK7irJeyEgzGwBsDpwm13yBaq2MKVS0MsALBHwFL487JrX9A3+xrxfSVXApXqVthaxtIp4j0ub5wtdxoWKAmU0xs3NwlfW1G4TpDQIWA15Mc1+JUonnBtyEewtaUWyfmOZR69+o6WkOObkOCfhLfT+8sMLFpbF7ASvjJZobae1U0UXPSyvaJr/HjY+BwP64x61gIH79X5iNOQRBEARBtyUS4oO5gpkVpW7zZOLrU0L88ZkXYVuSJ0AVfZcftHCKE/BSsjuZ2WvykrL7m9mZpXHHUV1quNOogV6IuSjlpcDBqlS2WstSSdoUqnMkcJ6ZvSvpZTzfZMt0iDF4gn9DLZpU0WsEHgJ0T2o+GbhO0sNZ3skC2bx3BG41M8MTx2cBb9U5xRA8B2hM2ndl/Jf8I+uMz+c2U9LhwPMtjJ0i6VHgN5J+bWYmqT/wZTO7QdKrkrY2s7vTM7M9XnEsP8bHks4A9pW0nZndnvV9JOlIYIqkNfJ8nCZ02fPSgL54hTeAfYtGuS7QIbgBfKuk681sbKMDLbF4/6hAFQRBEPQownMSdCvM7A1cy+SR9Kes7/JlXN9lvKS6RoqZ3Yr/Kn5XCqt6jBrGeKps1SgfoxmrpsTlZ/Gcj0Z6ISfhGio70lwrYzQwf1HZCzdOVqG55wS89HDbtaaqUgcDl0iaJGk0XvXqr2nId/Gck/G452WvGuF2hfG1Au7ZKY79IvCOpI1amBdmdoWZtbrePwCWASanEKc/U/Gi7YNrqozHjbDf1ApzSgbXsVTyNvK+mXip4kOz5jzn5JIa+8zu89IKw4GrJI0ieYMkCb+vRZGH7wPntZAfFARBEAQ9itA5CYIg6KWssEpfO/yY0DlphQP2Dg9TEATBnEQt6pyE5yT4xJB0kKRnJV2Wtr8iaZZcMLAYs6+kF9KffVPbApJuSb/6T5R0Yovne1LS5aW2iyS9J2nhrO0MSSZp6exX89ck/TPbrplZnOY/Ps3rSUk/L/IkJG0p6e3kWZkkqZ1SvKQbJI3JtheVl5pV2v5qmttyabuvpDckzZeuZffUfl8KgyqOs4FccLDY3jCNeUHS42k9B6a+1VLf+HR//tTC2p6R1qe41v2ytfpQXhp3vLxc7tB0DVtn+++W2nZvcI7PpP1fkPS0vOTuDqlvRmnsUElnpc/Ds3v3jFzIshh3kaQXU9+TpTndJ+m57Dquzo73nqSlsrEzVF1Wu6XnJQiCIAiCxkTOSfBJ0uUCjKpWJi+4CriW9gKHBZNxzY2/pJfrrfAY/1lWUWYfTkVxfCAwLtkLBR+Y2UbAzGyfpfBQqb7pOgBGmdlOkvrg2iXXmdnoNL6WmOFbkl7Dw66ewat2PZH+vhLYGBib8inK67uUaghTyitsXQn8j5k9lNo2A1bFq0SdCYwwsxtS30C5dsjBpeOPNrMD0prthpd8/hpwXwpluzDtP5VMzFDS0HSeIVTKPw/GyyQjaSyuTJ/zXTxxfVlgTXNl9qXx8sWtMCLdu/74c3S1mX2U+poKNNY43jQ83+PwoiGVz+7o8xIEQRAEQQPCOAk+EVQtwHgBbnxcg1elKmgTYEz7FAKMlwNtAoyS2gQYLVMmL53vt3j+xBrAznj54YLL8apTf8ETzkcDO9Sbu2VK4I0ws39L+hHwSHpZzftmyvMjcs2W7+AVrP6Fv6yfkNqLUsKFcTKCinHSSITxFDwx/bZS+4HAxYVhkubzYNa/LF4NrOibgBsT9XJntgKexrVKhuA6LM0YBWwu6TO4IdIPr3xFrZd2SQvgZXNXTmV3MbN/4WvQMmb2gqT38Ope/y51d0SE8QJgqKSTiuezwTlrPi+SFsTnvxwutPlbMxuZjLkNzGyapA1wQ3zL9AytjN+fL+ECnxvjz+o/gW9lBlcQBEEQ9AoirCv4RLBPVoARSgKHpb4XgCXlFcGG4PobXULSPeiAkAAAIABJREFUIJkPV11vI52rP574XjAkza88x4eoiC6ugnuCihjNRiKMY4APkkcgpxURxnsk3SZpWFrjRhTzvg7YKRkczTDgLtwA3QW4scn4frRWcrghktbDS0+XDROoLcJ4WRaadUrWPgM3UMrepI6wPfCKma1tZmvSQE8mY1W8gMIuuDF9byoxPDO1t0OZCOOMd0KEMQiCIOhZhHESzA3mqACjGgscFlyLeys2wn/V70ry69hc0lPAa3i55NfSHBuJGY4GNpGX6Z1qLtwoSQvh2i3jGpz7WJqU9ZU0Vp5bcgZACslaAzeCtgQelpderrXvZ3GF9uuT4TAWL/fcCoUI42CqPVldRV7dY5ik5/D5DS+NayTQuFcmwnhYqe9MvCzxIp2c3wRgG0knSdrczN5uYZ/bkndkAu5tKQyaXLSxilyEcaFFIvUlCIIg6FmEcRLMDea0AGMjgcOCK/CSxXea2cedvI52SFoF1wkpfqkfZWZr4eJ5P5FUhPvUFTM0sxdS37eoiDA+hpchftHMqpLBc8zsHly0Ly/R1CbCmMZsBByF58YUba+Y2QVmtgvwX6Ce6vv2ab8Jad6b0d4zVW9u49Jxl0gGWSMmAysoK1xQYmYp6bwswjjCzFbD1/kSVZfcbSTQ2Gj+b+E5Rf/b6j6l/Z/HjcsJwAmSfp26/kvl3+JyaeAipO1j4COrlFfMRRuDIAiCoNcQ/7kFnzg2BwUYU7J2XYHDbA4vpWT6u7rquiQtiYeqnZVEA9v6zOx5SSfgCdVDaC5mOAYPIRqabR8L3NrCVI5L8yi8S2cDYyXdnuWd5CKM2wN3J2HCZYDFqYgAlhkC/CDlARV5FC9KWsDM3mthbr8C3m82yMzek3Q+cKak/VOu0bLA1mb2F+B+YG/gglRsYE9qa5lcK6/6ti9wbtZeV6CxCb/D9Xc6/G+npC8Ab5jZX+TVxoamrqm40XIb7Y3o2WKpz/ePErlBEARBjyI8J0G3wbpGgPFrNBc4LM53bi3hvg7SJ81nIm7o3AH8ps7YP+LVw1amuZjhaNyLVFSOalmE0VyA8vVs+zXcg3CCpMmSHsI9VmelIdsCT0t6Eq+edlgRfpaTktS3I1NIT1XQHsS9PE0xs9vM7N5WxuKG2uvAM5KexvNDius6GPh2KjLwMHCVmT1Q+zAcA7SVeM7mUkugMc85aWe4pgpk19G+ulgrFFW8xuPP87Gp/TfAGXLRxXbil0EQBEEwLxEijEEQBL2U5Vfpawcf1/tFGA8dEt6hIAiC7o5ChDEIej/q3cKWT0u6qageJmklSTOz/cdL2if1LSTpXElT0vU8UHihUggVcvHF1UrnOl3SL7LtKnHJ1DZU0uuqiG1enbxIhUDjoQ2uofjzy1bWNwiCIAjmdSLnJOixqI4AY9I+6crzLE7t0sVbJyG+uUmXC1um/bZLx8p5nS4StswPKuk6XM8j53Azu13SxcABVLRsphTHK3Ee8CLQP+WTrIJXIMspqoX9Jp13Pjy8bdNsu0pcMtt3pJkdmMb9FQ+Tq6kDk56XMoMl/bmrnxdJn6pR9S4IgiAIeixhnAQ9lnoCjHPgPG1K4N0JzSFhy9R2O5mRk/b9LfAuXSBsmWNmu5XOMyNLUB8DrNVof0mr4iWh9yoqr6VS0+Vy05fj2jdFTtDX8FLN/y9tNxWXlJezXhB4s8H1TJc0s44RVT7eDsB+ZrZn2t4SOMTMviXpHPxe9gGuNrOj05ipuObKtnjeUJfp9ARBEATB3CbCuoKgh9LbhS2TJ2hrqgUbVy2FS22Oi0yOb+ZBMLOngI8lrZ2aynorjcQlB6VE9n/iZYtvajL9PqV5Dqoz7k5gY3nVM6isMcARKTZ3LWALSbmR9r6ZbWZm7dZZuQjjuyHCGARBEPQswjgJgt5BbxK27JMMgem4IXBn1jclE0lcx8w6ep7L8RCrT+NhaFdBS+KSI5MnZBlcp6Qs0FhmZmmeI2sNMrP/4sKK30pz2hG4IXXvmTxaT+AG2Jfz+dQ7cZUI48IhwhgEQRD0LMI4CYLeQW8StixColYEPovnnDRiIrC2SqWC63A5romyDfCUmRVimS2JS6bywzfhIWFdxcg0p68Dj5jZu/Jy04fieU1r4eWbc4HG/7Q/TBAEQRD0fCLnJAh6Ab1R2NLM3pZ0EHBDyr+oN26KpEeB30j6dRLA7A982cxuqDF2OnAi7m0qqCsuWeOUm+EGWldxH3A+8EMqHpFFcAPkbUlL4/k793X0wEt/vn+U2Q2CIAh6FOE5CYJeTA8VtsyP9wTwJB4uBu1zTg5K7T/AQ64mS5oA/JlqD1HO5cDqeG5Jq+KSg9L5ngLWxde04EhJ/yj+pLZyzkndUs0pFO9m3AC5ObU9iYdzTcST30c3WKYgCIIg6DWECGMQBEEv5Qur9rUfndC7RBiH7xmeoCAIgp6IQoSxe6PeLZ73pKTHJW1S6h8m6X1JfbO2LSXdXOd4S0r6SNL+pfapkq7JtndPoUzF9g6pWtGzaZ1OTe3DS9cxPlWqarRuK0l6ukH/pyVNk3RCqf0+SS9JUtZ2vaQZkgZm539DLg44XlLNcChVxAefSNc0rngeUn8uEjhJ0rAax6i6/5LWliedF9tD0rPwmbQ9MHkJimvZIH1utvbbp/lNSvMZKWmF1LexpLGp/Vm57kldGtzHi/LvSWorhBZzocZnJF2SXdOWkt5O69h2vBprWPz5cjqeSfppNvasNP7s7Dy5OGTV3IIgCIIgaJ3IOZl7zBHxvFpIWoM5IJ5Xg5nZPtsBJwBbZP1D8NCi3YCLmhwLPM/h4bTfuaW+DSQNMLOJpWtdE9d+2NHMJskrIP0oGzKihevoCNsCz+GVlf7Pql2Rb+ECfw8mI2hZADObQNJNUSU/5Oom55liZuumfVYBrpU0n5kVQoAjzexAuQDgc5KuNrOX0/ha938CsKKkhc3sXWATYBJwpqSvAotTqZq1SGkujdb+98DOZvZsatsZWAl4CbgY2NPMnpS0JPCAPGk/Z+ukE9LsPjZbq3XS9+pOPNn8stQ3ysx2ktQHeELSdWZWhEy1CS1m17QS8G/gYEnnmllbbV4zOyAbc3MzXRM1EJts8bqCIAiCoNcTnpO5gKrF84YBP8XF8/6dDWsTzzOzN/GXrO3N7D0zaxPPA6rE8+rwP8ClwB24eF5OIZ4HFfG8/3by0nIWIROqkwvlLYQnUberglSHIcAhwHKSvljqOxX4vxr7/AI4zswmgZdqNbM/dGTiktZPnoYxNK8UNQQ4A3/5LsfPFIrkAN/GS+3ONqnk78+Bg2r0TccNzjwXpN39T9W0HsHL/gKsD5wNPJdesu8BhqXPL5VOU2/tDweOLwyTdJ4bzeyBtLkU8Gpqf93M1iiV210nU1Cf7fuYcjnGUdJ1SX0zgfG1+mrwOl4+ed9mA5uwGC58+Q4wP54Av7/cM3psMUjuYXtM7hn9UWpbMY1bQtJ8kkZJ2rbmWYIgCIKgBxPGyVygF4vnFUnAk/AqTnnScCFwNwpYTdJSjQ4kaXlgGTMbh69RWcTuSlxro1+pfU3gsQaHHpaF39xbZ8yFwEFm9tUmc+yDiwTeTO21vRv3VnwKN1LqalN0gsfxpO7ynFbAS84+lTXXu/8PAZvIK1N9jFeDKkLxNqF+Ena9tR+Q5lWPEbhX5zpJ+0v6XIOxze5jU9LxN8J1RMp9iwH98cT+gkGqDuvqk/WdCByS7uXs8KGZfQ3/vt+AG79rAkOT1wvge2a2Pu41PUjS4klf5qS03yHAM2Z2R60TKBNhfO+dEGEMgiAIehZhnMx9epN4XiE8tzquG3GJ1JZzMRi4Iv1ify0estWIwfhLMLjBVH7xnwWcQiqL2wFGZL/Sb1XulOfDLGpm96emSxscayfgXjN7D/d87VZ6eZ2FV3waBPQxs6kdnGsjys/HIEkTgb8DZ5jZ+9D0/o/GjZANcX2NKUC/FHK1UIPnqunaS1o8veA/L+lQADM7Bn/hvgP35rQzGlqkVhWPvG1VVUQcXzJXhi/YXJ5L8xoeivVa1jey5MWZ2XZwsxdxL8z/dHLOBYXa/QRgopm9amYf4Pet0KM5SNKTeEjj8rgRhZmdBywM/BjXQKmJZSKMCywSIoxBEARBzyKMk7lPbxLPa8PMxgBL4F6ZtfAXrDvTPAbTPLRrCP5r8lT8hW5tuXZFzqV4mdsVsraJeIhSy0i6ML1I34q/9NcsYVcaV8xxmzTHx/A8jbLBcwWeh3ElXcu6wLPZ9kgzGwBsDpwmaZlsjvXu/8PAV3DdjjGp7R/4/Xmoyfnrrf164OFlKSTsT3g4H6l9ipmdg3uc1s68BWUa3cfpeIgU0JafNS3rn5LO3Q/YOOW9FIwyFzUcCPxEUsM8kRLH46Frs/Pv5gfp74+zz8X2pyVtiQtEftXM1sbLCX8O2koeFyGcCxEEQRAEvZBIiJ/LWC8Uz0vnWR34FP4iOQwYbmYnZP0vSlqxzr6rAQua2Reztt/gL81toWJm9pGkEcAv8RwJ8F/0r5X0oJk9n9bgZ2b2u3pzNbP9Sud/W9JmZvYgsFetcZIWwV/ql0+/fCNpP9wYyNdxFF4YoKpS2uyQErBPxY2e8rWMkXQpnsB9BA3uv7kS+cvAUDzfCNxI+RnQML+jztqfDFwn6eEs76RNxFDSjsCtqWhAf9wD81adUzS6j/cBP5N0ccq7GorncpTn+KqkX+LfmxtLfc/LK6wdTos5UCkx/xncYzaulX06QV/gTTN7L32H8jymk/DE/v+H67js1OxgX1isf5TeDYIgCHoU4TnppljPFM9rE57Dcxz2TeFqg0mCdxnXUUkW31rVInZn1hh/DbVfIs8nM7JTCM/PgMslPQs8TXVyeJ5zMj696JfZDzhbnhA/s0Y/eIL7PYVhkrgB2FnS/Nl8zMxONbNp7Y7QMVZVKiWMe2F+b5VKXWVOStewI83v/2hgfkuVvXDjZBWae06g/dpPAA7Gw/kmSRoNrAH8NQ35Lp5zMh73vOxVI5yxOFbd+2hmN+NG32PpWJviRkYtrgcWkLR5jb4/4jlBxQ8E5ZyTTWrscxzNC1DMDn/DPShP4d//hwEkbYF7uU4ys8uAD5MxHARBEAS9ihBhDIIg6KUsvWpfG3Jyw7oOPYLTv9PZ9KQgCIKgu6AQYezZKEQai7YeLdI4p5G0W7ofq2dthXDgb7O2JdJanSXpiOz6ZmWf25UmTvsOV0pqT8/EPwvvUDru1GzslyTdKmlyWt8rJS2d+jZTRaBxklKZ3OwcpqwCWHoeTNUCkBOy+Z5ZZ751xRHlHJm+M89LulfSgLRfIRD5kqoFGVdK/eum+WxXOt+MFm9XEARBEARNiJyT7ktHRRqnpBfIj4EFgRl4VaxvqGtFGrcBPsLzKvKQnHNTNaZGzIsijS0jaSDtq4N9YGYb1RqfGIJXBBsMDM/a/47nJByVtvfAk8wxs+Pw8CQkzbAm4oE1mAV8DzinNP/PAbcAPzezm1LbVnhRBOHhXbua2eOSlgBuT8/eVsAywPvAKEnXmgsc7g48Uzr3Vs1C5KyBOKKkA/EKZWunvI5tcb2hAcU6SxoKbGAlQUYqaz2E7LtYRtLZeKhZzhkNwvCCIAiCIEiE56Qbos6JNF6FC+CtbWb9UinUY+h6kcYHSBotRclVPHb/vQ5eZq8XaZT0Q0mPpLHXyKstFd6HP8qF9J6XVCQ2r48nO78G9AGua2SYSFoIfwn+PpX8nYKZwLOF1wG/h11VMex0PHen/OPG/wBjCsMEwMzuNbOn8XW6yMweT+3T8HuxQfYMnQL8w8wOkLQK8DYugNiVHA78NJV/xlwr5CGywge1SMbV7njy/bZqoNFiZgdYe3HJC9N9Pyd5a/4uaQtJFyQP00XZuc6Re/YmygtBIKmvpOfkxSKQdLmkH87eUgRBEARB9yOMk26IhUhjrxBpBK41s6+kkrDP4kZEwUq412hH4I/Zy+6G+IvyOsAemXFRi12Bv5nZ88AbktYr9V8BDJYXUZhFdSnq2eEl3IPw3VJ7o7UdUKPv0dRe8A7wcvJuDaG2aOW92f0Z1pFJyyusLVij8EN5HrXYFHgx7Xsf8M2OnDtjMeDreAW7m3BhygHAQFXKGh+RYnLXAraQtJaZvQ0cCFwkaTCwmJn9udYJlIkwzgwRxiAIgqCHEcZJ9ydEGmvTE0Qa10zekQm4wZG/AF9pZh+b2Qt4CFaRM3KnuUbITHwdNmtw/NxYrLUGfwO+Qf0X/dnheOAwWv83pJ5+TLntCvze7kr7im2QeezMbESrk+3k3HKarXWr3JRKKU8A/mVmE9IzPxE3WAH2lPQ4rnEyAK/Mh5ndmfY7mwZlxC0TYewTIoxBEARBDyNyTro/hUgjuKjhNyX9F/eUbJmNWw7/RbegMyKNUBHpOy8bcwUeHnaxmX1csSc6T9LjKEQal6Ei0gjwWfyF/ewm815aUhGO8wVJ/dPLfsGluHGS550U4n5PtjpXSRfiooev4KFLdUUai3Fm9k08b2ZXM3sy5TFsmQ0vH8OatJfPtTj+C/yakgzXlDFJv2jb0exDSY/hoW8DcC9al2Bmk+VlfPfMmidSnUNEqW8DqvVG1qd9TslNuFH5qJm90xXPWkE63n8krVIy2NcD7q+3X8r5+g5eJvoI3JhZXNLCZvZuB6fRTIRxZVz9/Stm9mYK9ypEGOfDSzPPBD6P/xsQBEEQBL2KME66ORYijbX27fYijYmFgVclfSaNy/VG9pB0MbAynl/0HG7YfCPd25m49+B7daa1O3CJmbVVKpN0P+5pycP9TgPuN7PpXfminzgOT4Av+CvwK0k7mtktaU7b49d9NjBWnuw+PhlXJwFVRRTMbKakw4Hnu3qyiVOAMyXtkc61Db5m+zfYZxvgSTNrq9KV7t2uNPacdYZFgP8Ab8urnO1A5UeHYXh44P8BF0j6qpl91Ohgyy/WP8rwBkEQBD2KME56KOaCjIVII7QXaZyEizQCnGVm59U4TIdEGrtg2n3Sr+3gvz7va2azUgz9DqWxhUjjWJJIY9Y3kdoijVdQnccCLhR4ZLFhZk9JKsT9FsA9E/kL9jBJe2fbu5rZ1NIx98NfDt+jQdUmvFLWWDzJfQJurBQ8h/9avzTwYzN7P92rB/EX3n7AX83s0TrHHgKUy0Rfg3t2TsqudyLVnqMuw8wmpvCj9dL2THly/+mSTseruj0FHGxm/0rr+md5aWoBp+fJ89lxG+U13SupCHF8ysz26eC0f4/nfUxIx3kN2CWF0dVjCLWft5/g92qB0vP5u0bGbiOSl+0J/J79HRfJRNKX8B8bNjSzdyU9gD/XR3fmPEEQBEHQXQkRxiD4hMk8YFeX2odSu4RtEHSKz/fra9uc1nNFGK/cJbw+QRAEvQWFCGPQE1AnxSZT+3GSXlaLIniS9pH0tLxE6zNqIiwoaWBWGeqNFGo2XlLN8Da5+OFMSU+kaxpXmu9QSa/j5ZrPUO1qU4OViWFKWjvzNiFpiFwY8zNpe6Ckp9Ln+1QtWNhIiHJ7VQQRx0saKWmF1LexKoKEz0oa3mBNh6oiWPiMsvK2knaV9FQ6xwRJu2Z9LZ8jja8nnHlR/qykthnp7+J+FHO7JFu3LeXheU/kx6txTcWfL6sibvnTbOxZaXxd4cdG19UMSQ/Nzv5BEARB0NOIsK55BHnOSLkC1lXmgnxdeZ7FqV26eGszm16jvaNik49JujFpu9yECyq+0P6w7ea1A/AzYFsze0VeujcvhdtOWNDMJuAlfet6O2owxczWTfusgue3zGcVAb6RZnZgWqfnJF1tZkWOyFjgVarFMP+JJ70/hSdNF3k2W+A5QJuQQn9q0EiI8vfAzmb2bGrbGThKXr1tdWAqLop4GV41rBHFNS0FTJR0Iy6qeCrwjXRvV8YLHvzdzJ4CLgb2TGFMnwJWq3dwNRbO3Agvt3tktkv+79oUM1snneNOPIH/stQ3ysx2ktQHeELSdWZWrOXIsgdLLur4b+BgSeeaWVudXqsWfhyb7XZkmlunvmtmtklH9wmCIAiCnkwYJ/MIlqmCz+HzTCe90DdD1WKTF+DGxzXAV7JhbWKTaZ878TLEl5vZw6mtldP9CjjUzF5J83wfyHUiCmHBmtoRncHM/i7p53hS+oWlvumSJgPLUklgL8Qw18C9K5eb2TRJ9wAnm9ld6Zf083FNkcI4qVeooBCiLAsMHo4Ldj6bzedGUiUtSW8CXzOzf9MBzOzfkqYAK+LCoceb2Yup70VJJ+Dlh78LLIUbYqQy2eWqXTnthDOBQjhzLCWjUTU8aSm3aRwlLaDUNzN5p9r11eB13Bjcl+rnp2qMZar0tZB0H14qeH1gSWAf/BkdiBtGRxbXYmYLSdoSGA5Mo6Ins7dFXG4QBEHQy4iwrmCuYV0kNtkizcQX6wkLzi6PU9EwaSOFUH0OTxgvqCeG+RCwiaQFce/JfbhRAo09J/WEKAekedVjBO7VuU7S/mqghp6TPEWrAJNpLrrYkXM0u3etzO1zuJelXRKDvOJdf7wYRMGgUlhXn6zvROCQ5I2ZHT40s6/hz/wNwAH4tQ5NnrUy6+Levy/j67xprYMqE2H8IEQYgyAIgh5GGCdBd6FTYpNdTEeFBVuhPP9BkopKTGckD04zMczRuBGyIfCIuUp5P0lLAgtZfZHNpkKUkhZPL9/PK+XgmNkxeBjdHbg3p1lW8qDkebgc2D95uWoJG7a1deIc9Wgm7Lhqmtt04KUUUlaweQqXew33vryW9Y20itjjOnk1r+QNGpfmPTsUmi8TgIlm9qqZfYA/G8vXGD/OzP5hLto4nopoYxWWiTDOHyKMQRAEQQ8jjJOgu1CITU7FNTz+kBKo/0H1i9pyuLeloxTii3Uxs8n4S9+ejcZ1kHVxbYqCkWY2ANgcOE0uQAnVYphTqIhhAjyMh7ptBoxJbf/ASy03S5i+FC8ZvULWNpFK+d/pKQTpT8BCxQAzm2Jm5wBbA2vX+SU/v6Z1zGwjMytK7haiiznrkYVvdeAcje7ddLw0MNCWozQt65+Srq8fsHHKrSkYZWZr4aFUP5HUUjhi4ng8PG52/g1tKMjYYDy44RlhuUEQBEGvI/5zC7oF1gmxyQ5yAnCypJ3M7DV5Za79zezM0riysGCnScnRp+LJ51WY2RhJl+LJ1UWxgppimEnX4mVgKBWV+TF4iM8fyscunaeWEOXJwHWSHs7yThbI5r0jcGvKZ+iPvwi/1aGL9+u+StI9ZjY1rcX/4YZnR8/RSDjzPuBnki5OCepDgXtrrMOrkn6JPzs3lvqeT/kwh1MdTleXlJj/DLAT7kXplqyyaP8oxxsEQRD0KMJzEnRrUohQITb5CElsEkDSyXLxuwUk/UMNytGa2a24SvldKazqMWoY56myVaN8jGasqlRKGM/5+H1WqavMSbig4440F8McDcyfVfYag+cdtFJq9nyya01VyA4GLpGX0R2NJ+H/NQ35Lp4PMh73vOxVI9yuIWY2Hn/Zv0nSJLyy2i9Se4fOkUKxCuHMZ4Gn8UICmNnNwCi8itt4PA/j8DrTuh5/Vjav0fdHvEpaYSSXc05qVc06DvfkBUEQBEHQRYQIYxAEQS+lb78lbJPTdpnb0+gUt+1y/tyeQhAEQdCFKEQYeyb6BEUJ0z5PKhP9S20XyYX+Fs7azpAL0C2d/Zr8mly8sNiumX2b5j8+nevx8q/QkoZJel9S36xtS0k31znekpI+krR/qb2Z8GA9Ib/hpesYL2nRJuu2kqSnG/R/WtK0FC6Ut98n6SWpUv9Y0vWSZmgOiT6mY0xSDdHH8v1XNxd9TOPnSUHGIAiCIJgXCOOk+/G/wDfNbC81FiXcCK/edLQq+Rg3pbaWkLQG/gx8TV6mNmcysEsaNx9e7vefwKyighEeCjMiq2hUr27pzNS/Nh7zf0KpfwgesrVbi1PfA08Sr5Uf8PXiBRjPVdhZ0hGqCPntbWZr4CVb8ypX+XWsY2Z1cywkDQRuJVWCSn/GloZtCzwH7JkbIom3SGVgkxFUhChNyNb2RuCwtL1Ng7WYYmbrpmsajGu17Jf1j0zH2xQ4QlJbcYE6938CsKIqhukmwCRcoHF8uu4vpM/9S3PZQNKAUlsu+rivma2e5nMZlWpTF+OiimfgSd95SNXZNY7V6D42okiOH4iHY+WFD0aZi2euC+wkKS/TW67cVST1F4KMVUa5mR2QzvNN4L2s68h0Tfn9mS3kgpRBEARB0GsI46QboWpRwmG4kN01+EtQQZsooblKeiFKiJk9bGavduCUhejfHbjoX87luO4GeBL2aOC/Hbqg2iwCvFlsSFoVrxJ1JC0mI6dxhwDLSSprnvwaeCy9HB4G3GguQNlOyM/MGiaTl5G0vqQn8cpWt5BedotKVTXmeAaun7Jxqe8K3JAA+DbNFdhbIpUU/jlwUI2+6bjBuWzW3O7+pzK1j+DGL3iVrLOBN9Ka3gMMS59fKJ2mEH0sU1P00cwKXZGlgFfN7MK0lmtk63pA6VizfR9TbktdQUa8Ylurgox344KM9Xi1ZNisk+cgSVpDLg5ZbK+UeaZ+LekRSU9L+lNh5CaP1fGS7sdzh4IgCIKg1xDGSTfCPllRQqgv+gf+4rlk8soMwV+oO0ufIrQIOA9PcC8Yks4/ClhN0lKNDpR++V/GzMbhazSoNKSe8GAzIb9h2a/17ao9JS4EDjKzrzaZYx+8PO7N1F7bu3FvxadwI2Vko+N1kN4u+tirBBmTwfZZuYAl+D25Mn0+y8y+YmZrAn3wymAFi5rZFmZ2Wo1raBNh/PCd9zszrSAIgiCYa4Rx0n2Zo6KEaiz6V3At/vK8EW48dJYirGt13MtzSRbqNBi4Iv1ify0estWIwVRe3q6g/Yt/U+HBOuRhXVuVO+X5MIua2f2p6dIGx9oJuNfM3sM9X7uVXl5n4Wr0g4A+Zja1g3NtxLwg+liPnirIeCWVELPCYAR9nnrjAAAgAElEQVTYSp6LMwH4Om7ktc2p3sEsE2H87CKN7LwgCIIg6H6EcdJ9mdOihI1E/wquwL0cdybjYbYxszHAErhXZi38V+o70zwG0zy0awgwNI2/ERfvK+c+1BMebCjCWEbShelF+lZqK57XGlfMcZs0x8eAxXFvWM4VeB7GlXQtvV30sTcKMo7Ec5O+BJiZvZC8O38AdjezgcCfcc9XwX86ea4gCIIg6NZEMmU3xeagKGFKcK8r+pfN4SW5QGDNalGdQdLqwKfwF8lhwHAzOyHrf1HSinX2XQ1Y0My+mLX9Bn9pbgsVs9rCg42E/GpiZlWJy/KKTpuZ2YPAXrXGSVoEf6lf3sw+SG374cZAvo6j8MIAVZXSZgfNG6KPvU6Q0cymSJoFHEXFI1IYItMkLYT/QHF1R4/df9GVoiRvEARB0KMIz0kPw7pGlPBrNBf9K853bgrrmR2KnJPx+MvXvilcbTBwXWnsdVSSxbdO1/GPdF1n1hh/DbVfIsvCg3WF/BJ5zsn49KJfZj/gbEljgJk1+sET3O8pDJPEDXjVsPmz+ZiZnWpm09odoWPMU6KPje6j9WxBxpHA3iRPmnm1uD/j1dOux7/rQRAEQdDrCRHGIAiCXkrffsvYpqc2KibWfbh115Pm9hSCIAiCOYhChHHeQp0Ub5S0gKRb0i/aEyWd2OL5QrxxDog3zmkk7Zbux+pZWyEo+NusbYm0VmfJdWKK65uVfW5Xsjjbf29JT6Vn6klJ5xVrI+mzkk6XNCU9izdIWi7bd7nU9kIac0bxjKhaMPE5SQ9I2inbdzV5qd1C0PFPDeaYH+tZSUfXaK8lynhWtr2PvNTvRLno4qGp/SJVRDTHS2rF4xQEQRAE8zyRc9J7+F9gBzN7UdXijd+WdCSe5/El4Hk8TORoSTfionenmtm96QXwbkk7mNlt9U6kknifmf1HnsC8M544/rSkQsvkM2TijWn/4cAMMzu1/dGrmJntsx2eo7FF1p+LN17UfImqxBvPLfVtIGmAmU0sXWsh+rdjyi34NC4YWDCiheuYLeSij+XqYB9Ye22VVhiCVwobDAzP2v+O50wclbb3wJPPMdeJOS7NZUZxTxrMd3s8n2gHM/tneh73BZbGc0mOBxYGvmRms+Q5OddKKq7nWjycqUj63hsYIukq4Co8eX2ndK51gOslzTSzu/HQvxFmdkPqH9hkPUaZ2U7yssnjM8O2aO8DPCHpOjOrKqEsaQc8xGxbM3tFnsT+3WzIYWZ2dTb+bJL4ZsYZDcLwmiLp02bWFfpDQRAEQdAtCM9JL0CNxRuvTS+TxwMXmdlAMzuKJN5oZu+Z2b0AKYn4cZrHztcS75uOJxcfAzyVzvlzPJehJ4g31hMQ7DLxRnmuSllUMB/3Q7no3pOSrpFUJI0fghtV7+KJ5Eea2UbpV/wbJP0teRGObjKPhfCX4+9TyespmAk8K6lwt+Z6Gx3lCODQIqfFzGaZ2QVm9ly6pv1wIcdZqf9C3Ej+evrzvpl9vyjdC6yMG9eHlU9kZuPxZ+7A1LQsXlms6J/QyoTN7D94ZbVVS+2NRBl/la7zlTT2fTP7c4NzHFAqSbwOcLHcc9fmcZM0We5p/Ja8lPATku6StHTqHy4XZbwDuKSV6wuCIAiCnkIYJ70A6yLxxvSC9C1c96IRId5YocvEG3FD8itmtjZeDvj7Wd9KuNdoR+CPqggVbohXDlsH2CMzLmqxK/A3M3seeEPSeqX+K4DBKcRqFp0rUQ2NRRf74Roj75TaH037DaC03mnsS2nfWuTCkyOAeyTdJg/7axhmV5A8fxuTvEVZey1RxoJmz8Yp2bNxWa0B5iW6b8C/syTv0VQz+xfu4drYzNbF780vsl3XB3Yxs3b6KqoSYaxXtyEIgiAIuidhnPQ+OiXemMKVLgfOtPoieyHe2J6uFG9cU9IouejeXlSL7l1pZh+b2Qt4CFbxMn6nuXbITHwdNmtw/NxYrLUGfwO+kdq7RLVe0sD0cj5F0iDq68UU7c36a56m+JC8MGvg4V9bAg8rq5JWg80lPYF7AU/MwvoaiTK2ymHZs7FXg3EjqRjLg6ms/XLA7el5OIzq5+FGy8Qgc6xKhLFPrSFBEARB0G0J46T30Vnxxj8BL5jZ6U2OH+KNTVDnxRsvAg40F937DdWie+VjWJP28rkWx0OmzktrcBheIjd/sf8Q9wQcgocFdpZcdHFCCl+6DegDTAZWVFY0IbEe8Ezat8r7I9eOWR5/3mpRJTxpZq+kMLJd8JDCNRvMdZSZrWtm65vZH0vtzUQZO/xs1GEM0E/Skrh369rU/nvgrPQ87E+IMAZBEATzAJEQ38uwTog3SjoW6Av8oNGxFeKNc0y8MbEw8Kqkz6RxuQ7JHpIuxvMvVgGew1/Kv5Hu7Uz8xfZ7daa1O3CJmbVVKpN0P+5pycP9TgPuN7Ppmd3SUU4ATpW0i5kV+R99wHM70nX8TtKPU0L8PnguTbHmJ0rax8wukSfTn4bnS71XnlMyVI8iPbvyZPy7071cBlic6nXsENZYlPEE4GRJO5nZa8lDs7+ZndnBc5ik64DfAc+m/C3w72Qx907VA+6/6HJRojcIgiDoUYRxMo9gZm/IS8UWYm7HpLbl8ATmScDj6eXvLDM7r8ZhOiTe2AXT7iMX0wP3QOybXmYHAzuUxhbijWNJ4o1Z30RqizcWHp6c83FjC3DRP0mF6N8CuGfilmz8MEl7Z9u7mtnU0jH3Ay6Q9B5eQa0eR6X5/z+8WlXuXXgOuB+vePVjM3s/3asHcY9PP+CvZvZonWMPAcploq/Bixu0vb2msKaJzAZmdmvyAtyWjIu3cLHE4tp/hRcgeF7Sx/izt5uZiy5J2g33+B2Fe3dvpbpYQRGKtQBe9OEg80pd4Eb3GZLeT9uHdTIkK+ePwKGqiDLm17k0cFfyQBlwQTbkFHmlvIINk3eqFiPx7+bQrG04cJWkf+IFEVZuv1sQBEEQ9C5ChDEIujmZB+zqUvtQYAMzO7DWfkHQt98XbdNTfjK3p9GUW3c7svmgIAiCoEejnibCqN4tIlgI0f08hQU1FHrL9r9BXn622F5U0vQiT0DSV9PclkvbfSW9IWm+dC27p/b7JD2aHWcDSfdl2xumMS/IxQ5vUdKHUAdE7bJjPSAvbTtJLr63gLz86aGlsVMlLVFaq6cl3aSKYN9KkmamvmckXSIPe8rXMBdB3Cb1maTTsnMdmubQYUHBtH+V+N5cYL/0zOXf2c2AAyRtXTSoIrK4u6Tr0rVNLq3TJu0P3/acbJA+d0qYMvX9KLVNkjRO0malc7xUPMOp7XpJM9Ln/H4Xf/apM9+xqf8lSa9n41dK34VL5In4U9Lnvqok6I9P35VCKPGu7LgdEvcMgiAIgqDr6E5hXfVEBAGQx9UfjSfLGvCYulBEMOueDOwC/CW9CG5F14gILgX8FY8jL/Qo6gq9pZfz9YAZklY2sxfN7C1Jr+HViJ4BNgGeSH9fiZdCHWtmH6t9vsBStdZFHpZyJfA/ZvZQatsMOFwuQLgKMA14B/gLnkxeb12XxqskDTazMekF9DtUhyeVWSx/McQTmDcFDqUSXjXFzNZJz8WdwJ5AUZq1TZCvxAe4AOUJZjataLQOCgp2E74HTMVzQ74G3JfaH8RLCQ+hUv55H+B9PFfm7ewYD5vZdh08bzNhyhvx7wd4cv02wFN4VanNzGyavFzx9ZI2zMKr3sLv8YPpOa8KCSTd72aTsyRCqRoeJElXA0+b2T5yAc+L8XC5qWnIi7h+STuPFB0X92wJudjkwaXm0WZWV/smCIIgCOY1uoXnRI1FBAu2w6s/vWFmb9LFIoIZl1Mp67klMJouEBE0s3/jyuIHqmQ5WG2ht+8AN5G0J7L20bgxQvp7RGn7oTpTOIUslyLjQODiwjBJ83nQzPZOL4hTgT1SOdTjrLGo3QHpWGPScczMrjbXbKjHm+k8RdngdfD8gs+XB5qXRx5HbUG8Mv/FK5ANa2FsTSTtJ+l5eeJ4Wdk7H3dO8iJMlCfaF+1TJZ2UvAfjlDRU5F6tP8rLBj8vqZZxlbMVnrNxDu2TskcBG0r6jFxkcQU8f+GwbD1/AHzU0eunuTDlMKuUyl3eKoKJhxUGoZk9jhsG+Qt4/kx/m0p1qi4hrfP6pHwiM7sdf2beBL6T5rtbnX07I+5ZPsZUScdLGpOei/Uk3Z6O+cfsvlyG37unSs/N9ZIeS8/Tj7L2GZKOk3thH04/BgRBEARBr6JbGCfWe0UEqzDXD5kPqBIMVG2ht0JksDzHh6gYI6vgnooifm8T3HipxRjgA3l1rZxGgnnQMVG7ZqJ0TUneka2p4aGRCw9uhOtxFGxeCgHKFb7PBvbKw3M6MI9l8XK+m+LaH19uMPyIFEO5FrCFvIJUwTtmtiHuacjLNK9EbVHFWhTPwnXATkphbQnDq6Jth3v86nq2OkFnhCnbiShSEVgsuBv3Wn6Kal2PglVL93TzDs77y8B4y7R+0ufxpXnUokPing142Vx0cxTufdkd92weAyBpW/w7vyEuoLm+pK+lfb9nZuvj3+uD5GWgARbEPWBr4/9W/LDWiVUlwhgVh4MgCIKeRbcwTkr0JhHBmlPIPtcUeku/iPYDHjRX8/5vCqWB5DmRVw6aambv+y5aCP+1eFyDcx9Lbe9JZXIex/+spDOgU6J29ahXeaFoLypzTce9JndmY1bN+l4ys6eyvlHZr/frmFmbFoa5svglQMN8kjpsBNxnZq8nj1wjUcI9JT2Oh9gNoNqQuTz7O1eIryeqWEUKVfwmcH26nrF4RaqcwhMxODtfV9BZYcoyZa2XWXhI2iCgT43qZlNK97Sj38HOCDkWdFTcsx6FkTgBD7V818xeB95PBv626c8TVBTuC92dgyQ9iVfoWj5r/xAo8l4eww3cdliVCOOCnZx+EARBEMwduqNx0itFBAEkrYK/mBXhavWE3gYBiwEvpnmuRAqDSS+zi+EeoiJZ/jG8XO2LZjaj3vnN7B5cyG3jrLlNMC+N2Qgvads3a2tV1K6RKN30NO+chfH8A6jk56wIfJbqMKAiB6EfsLGkciheI04Hvo//6lwXSZ/Kfqk/JjW3e5Etj0tG4qHA1ule3kJ98cR6n2ueK7E9fi8mpGdhM0rePjMbh9+TJZIx25V0VJjymRp9hcBizhW4yOCVXTDHMhOBdZUVD0if1yYTayyjzol71uOD9PfH2edi+9O4oXRCZoD1M7PzJW0JbAN8NXlInqDyPH1k1lZecRbdK2cwCIIgCLqEbvefm/VeEcEl8VC1s8zM8rQTay/0NgTPpxmT9l0Z9yQUXo8xeGLt0Gz7WFwPohnHpXkU3qWzgbGSbs/yThbI5t0RUbuzgHGSbjGzsWn/vfF1fAC4TNKJZvaupG8DT5Y9ZGb2trxy1g2Szin1vSrpl/h9byl8yVzL5UrcQLmgwbhZeHhNcd3L4noZi+PFAPbI5puPWxtX6347ebx2oJKwDm5onpj+HpO11xJVrMUQ4Admdnk634K40bpAadyv8ET4LsU6Lkx5MnCSpO3NhRzXwZ/TjUqHHoWLGHalp6eY82S5DsqRpDCq9PlxM5vcYNchdEDccza5HfitpMvMbIakL+J5QX3xPKz35MKjGzc8ShP6L7pslOkNgiAIehTdzjiph/VsEcHP4B6HS3EV6FrkQm8r4CEdxVxelPSOpI3SS/9oPNSnKA88Bn/BrZcM34a5cNzr2fZrkgbhL5RfxL0606i81LUsamdm/5ILJJ6aYvU/xtf32nSes/AKTZbOU9OYNLMnUljLYNqH1V0PDM/yEDZXRagR4FhrX33pNDzxv2WSITQcX9tX8dCbT9UY92R6EZ6IG3zlnJ/5JY3FvZT5r/DtRBXLx04GyHZAm6q7ucL6g7jnLJ9H3ep0XUDLwpRmdmN6jh5K9/ldYG8ze7U0X8MT7muxaumeXmAdVF3HjdHfS5qMeynGpLZGdFTcc4/iB4SOYmZ3yKsGjkn/Zs0A9sbzqX6cwj2fI/t3IAiCIAjmBUKEMQjmECk0aAPLShmn9ouoXcI2CLqUvv2Wt81O/tncnkZTbvn2IXN7CkEQBMEcRj1NhDEIugp1E0FP3AO2YNZ2RvImfA44RSHoOU8KegZBEARBUJ8eE9bVUeQ5I+VKO1eZi/B15XkWp3bp4q3NbHpXnqu7IBe1O6nU/GI97Yi5QHcR9Hwa2Bz4f6oW9Dyw8KYoCXriVZ1OwnN2iv3zNe0yQU88tHBlPLfoGUkf4FXe5pSg56rp+s4ERpjZDalvYIN1LQt6jsVLTI8DlgBmyfOkaunu5GtVaKwU3/suE/SkUsI753BzXZUgCIIgCDpBrzVOLFMCn8PnmU6WID0vkF6+uuULmKoFPS/AjY9rgK9kw9oEPdM+haDn5UCboKe8PHCrgp5r4IKeuQelEPT8CxVBz3JOA+l8La+pmf1bLs73SDJu8r6Z8nyNWoKe/8Jf9ncDSJ6LcWZ2nqRrqAh6Xklrgp5lo62moGfWvyxeda/o64igZ1tCfWHQNdm/YAyuP1OFmc2S1BlBzyOyY7QZ45JmWBNVe7k3bSZeNnhFvMLevniJ6bFmNjSNOwd/XvsAV5vZ0XKtnnHAzmb2nNxTd4+Z/bmF+QdBEARBjyHCuoJehYWgZwh6JtRNBD1LLAZ8HTd0bsLXZAAwUJVS4u1EPc3sbdz4u0hedGKxeoaJchHGt0OEMQiCIOhZhHES9GZC0DMEPbuDoGfOTalS2QTgX2Y2wVxLaeL/Z++8w+2qqr39/igqNSBVrlJMKIEgvYPCpQsWipAISrgKeAUVFMSrXAwqHUQgFFHpSIBIACkCKkEIoUpCEhJKBJFPFIwXItLD+P4Yc5099zprl9OScw7jfZ7zZK+5ypyrnJM195xjvNSkipVSTzO7M+13Hk3SplsuYRwSEsYgCIJgYBGdk2AwE0LPEHrOd6FnC5rKGdVE6pnilobjU8M+2IM2BEEQBEG/ZdDGnASBhdAzhJ4LQOjZQ5amsdTzKNxw/13gYklbmdnbzQ625jIrRZreIAiCYEARIyfBe44UCF8IPR+is9BzXVzoOUVSo05Kl4Se+RShbrJYas8M/AX9DuCEBtteiGcPqxR6AnMlFQHmk/BRpG4JPYE6oSc+UnOypKcl3YePWI1Nm+wCTJcLNm+nhdATH+E5Q55KeCae+WxumopVCD2nAF+hidATKISeZW4AFldJ6Jn97Fuxz5l4trA+wcym4tO5ZuAdoCLj2lr4OX7LzO7Bn7VQvwdBEASDjpAwBkEQDFKGDFvVtj3t2wu6GS25Ze8jFnQTgiAIgj5GIWEMBgLqJ8JESa9JWiorO1su31sp+yY9hInNr+3Z6foU53pwdq3ekjQtfT5F0uh0Djtm+++VyqpGLIptFk37PyWXLD4oafe07tXStqMljU2fx2T37nFJo7LtLpX0TFo3tdSmiWnkpjiP8dnxXpM7Z4ptX5W0XFeflyAIgiAIakTnJFjQfBX4pJkdoObCxC2AzYHvqxYrcoaZrQNsBGxTvKQ2QiVhYmn108Bn0na5MHEenl2qzHVm9laDql5P2Z7WA3YGPklNlggevL5RaveekrZJ9S4naRoeZ7BReomeAiyMZ+EanvbfmpowETJhYkVbVqy6LqoJE79rZmua2cbAybgwEWrCxA3NbDhwboNzLY63EJ62+S/4lDfM7JIi8xUpvXNa/k7abRpwdPHyjk9jegM4pklVP8R9KSPMbAQezL9Uk+1zzkpt+QzwUyU7fOKYtO5IOqeePiDL4JV3nP4B1AV0JO9RV5+XbiEn/oYHQRAEg4r4jy1YYKhemHgU8DVcmPhitlmHMNHM/g8P5t7NzF4zsw5hIu7XaFeYeAcuTMwphIlQEya+k45/YnpxvZDaC3tbgk8zexE4FDiiGPnI1r0OdAgT04vtT/CA+pOBK1Jdc1J7is7I1tSEicVyK2FimUphopndkBa7IkwE78xNBy6gs++lEffg574ZsC0eWH9NanMnJC0OHAJ8zczeTO36u5ld22Z9pH2eAl6jc8Yv8JibdsSM4J2p/VMHOj9+28+LpFMlfTVbHiPpW5KWlPS7NKI1TVLRcV49jWSdjz/zH6k6bhAEQRAMVKJzEiwwQpg4aISJebsn4KNBi7bYHtxL8lu8A/oZWmfNGoa7Sea2ceyGSNoYTxX9YsXq3fBA+ZyrsqlZecfpVbyD8o0eNGcctU4xwH74vX0D2CuNaO0AnJl1btcGLjezjZJjpw7VSRgbZoMOgiAIgn5JdE6C/kIIEweoMDHFUnwSuCF1HB7AM3O1wzj8mo/E72Nvk2f8OErSE3j7xpS2O13Sn4ArgZNK6/JpXeUpZ+cAB0lauluN82xiK0paRdIGwP+Z2XP483JSek5+i3fIV0q7/dnM7q8+YlnCuGR3mhUEQRAEC4zonAT9hRAmDlxh4m5pv2mp3dvS5tQuM3swHXf51CFrxtPAqsoSF5R4vRR0/kE8LqTgLDNbG7/Ol0v6QLbuGLxjeBxwWTttT+1/GfglHjvVXcbjz/z+1EbsDgBWADZJU8T+TpIx4h6UIAiCIBiUhIQx6BeEMHFACxNHAV82s6vTvkvgHazFzey1Ntr2P/g0pqaY2WuSfgGcI+kwM3tL7pTZ0cyuBO4GDsQFhYvhU6Q65dE1s+vlWd8OAn6alb+bRo4OkrSrmd1e3rcBP8Z9Od39ezoO+BnuT/lEKhsCvJiu/w647b7LrLnMipGmNwiCIBhQxMhJ0K8JYWL/FiamIPVdgVuyY/8buBcf5WmJmd1WJDdog+PSeTwuaToeH1Kc1zeAvVPmr/vxDFl/qD4MPwA6UjxnbTG8w5d3avKYk04dVzP7Bx5rUzntrRVmNgPPOPb/zOyFok5gU3kq6AOAWd05dhAEQRAMNELCGARBMEgZMnQ12/a07y3oZrTkln0OXdBNCIIgCPoY9WcJo0K8NyjEe+lYf5BL6mZJ+nm6R2MkHV3a9llJy5eu1XRJv1bKBCVPk/q6aqK8y5WyPmXXcEr2s1NaZ5LOzOo6OrXhe9m287LPX29xXh3yvgbrN0p17loqN0lXZMuLSHpJ0s1qIiRsUs/u8qxLM/PnRu0LBafIR0SKc3opPYNPSbpd0tal/faVNCHt93Tpem/duYUdz9umpbLtJd2c1dtUtlgcQx6UP0XSc6mtRd2rd+NerCxpnKTZ6RrdKmmD7Jj/zK7Tb/M2l69JtryCpLclHVbaruPZDoIgCIKgZ7ScIy3PIHQSsIqZ7S5pXWArM/tFD+r9KrC7mT2j5uK9TfFsO49Iugl4Exfv3SXvJPxO0u5mdluT9teJ99KUk4JCvHelSuK9FISKpDHAq2bWqUNR4vVsnxXxINkh1OR795jZnvK58I9KmmBmk9L2y+DBya9KWsPMnjGzlyUV4r3HqRfvXUsm3pM6JbRaseq6qCbe+3wRZyBpW1y8N42aeO/GtG79Jtd1JTyT00gzmyxvxD60J8TLr9VlwOF4TATAbDPbMD0Xd+JxA1fl17DieG/i03lOBg7Dn69CXEhq57Cizl5gFD5t6GpJz2Xl7wIbSFosOUx2JsVppOxXl4C/zOJCwn/QAHmWrrHAHmY2S56VLP96+SwzO0PSmvjvx3gzezutO8bMxlcc9hozOyIdfwfgekk7mNnMYgMz2yut3x44Or/eqQNwaumY7ThBpuHXrEj1PBKYWt4oBeUjaTQenF9wQ3rGj62IAxmFTyEbRfobkp7FCbjHZWQq2xBYOnvuLsXjmgrj+/ZtnMfn8Ps+iixWpR0kLUd1qusdzT02QRAEQRDQ3sjJpfh/+quk5Sdxi3K30AAR7/UE64J4L7EP8GtqaVUL+rN47/B0rMlpWzOz8Wb29yb7VFEpvTNPKfxg1boK3sGzdh1lLrs7C7gwS//aUpgoH9l4UtLdwDZNthMem3EgHsS9pdUs6K8DNwN7pM0L90d3+DZwopnNAjCzd8zs/PJG1lwo2JD0e3QR9R2eVvvcnl3T4pxntLHrPcDmkhaVpz4ehv8ONOO2cl3ljkl2L0YDu6iWfWsH4G0z63DmmNkUM+tpeuhRuBH+w5LaFTUW9c/B42Om4n/rlsHjXo6Vj6L9RrVRwuMlPSQfWbxIziKpbPu0zcmS2hKBBkEQBMFAop3OyfLmBuZ3wV+S8LSo3cJCvDdYxHsj8FS23SaNjuxIhXwvvWhuAfwmK95O9dO6hmbrzgMOkDSELiIPij8B75TsjAfZN2IbPHXvbGAi7vfIGQeMTO3/GO7U6A5tXV9VCwVPz67RVY32xZ+FdbrZvq7QVdliuzS6Fz1+NstI+giwsnnq42upFyd2haF45/UzuFPlLjNbH+/YFp3asWa2mZmNABYD9kx/d0cDF0jaGU/fXJlkQbmEcW5IGIMgCIKBRTudk3+nKQkGIGlL4JVeqj/EewNUvNeCRlkWivLF5BmV5uAuijuzbYZm654zs8eydfeUvknvyKplLv+7HGgaT9KALYCJZvZSGpG7psm2eSd2HKUOb2rv6qm8nRS/3aWZUPCY7Bod0OQYVb9nfUVfyBab3osu0uqZHYl3Snpa121p+t00fOph0fmehj83ADuk381pwH/iXyoUWb2uwEdZ/ys9q50bnEsYlw4JYxAEQTCwaKdz8k38m86hkibhL4Bf66X6Q7w3cMV7M/AOUhVz6DzNaCng5fS5iDlZDXgfPkWsYHZaNwzYUlJ5Kl4zfgJ8CVii2UaSFs5GFn6Qiju9nJa3SyM9+wDHp3t1LrC7OksBbwLOoGcv4c2uLzQXCrbLRsDMllv1AtY12WJLWtyLVteuiqpnNpc4jgJGp7puwmOL1uxG098Ed6rgU8+K5+5dYJF0H88H9k0jKj+jJl8E//vxMjVbfBAEQRAMKpoGxMuDxD+Ai8HWxr9pfSILvO0RFuK9gSzeGws8KOkWM3sg7X8gfh3/gBeOFk0AACAASURBVLshTjGzf0naG5haHiEzs1fkmbNulHRBad0Lkr6D3/e2pgGZ+0+uxTsoFzfZbh7QERyfpnWdnUYI5+LPzdSK7XZN5btmZZcBn8W/0S64GHjFzKapvUDrKk7HA9bvTc/MQsCRZvbj0rlUCgVbIekTeLxJeepfX9KWbLFNdqLxvbgS//txiJn9LK3bDFjczO5ucLyngFUkDTezmZJWAzYApkhaG1jCzDqmlko6Af8S4Ye9dD4FRUfkH2mEdF/cIE/6PVoO9/bcLGlzc0N9Q9ZcdoVI0xsEQRAMKJqOnKRv985MwbgzzGx6b3VMWtQb4r1+LN5Lx/o7/nJ2hjyV8ExgO2Bumto0Frg3TdH6Cg06k2b2KB4kPLJi9Q3A4pK2S8vlmJN9K/Y5Ezdtt425+G4Mfm1/S+O4nFF4FqicX+FJF/LjPW9mZ3elDRVtegxPPHF1urbT8YQFVZSFgqeXrlOR/nr/tPwk8F1gH8sydfWAWyQ9n36ua3JOXZEttqLhvUijEXsBO8tTCc/A7+9faYCZvYknObgkPbPjcev9K03qyqd2PZZdgx/TTVJn42f4NK8b8L9/yFMVnwJ8KY08jQV69IwFQRAEQX+kpYQxfUP4GHC9tdo4CIIg6DcsM3QN2/a077fecAFy8z6jF3QTgiAIgvmAelHC+E08QPpNSXMl/UvS3DYaEKLFzvuHaDFEi+V6QrQYosUgCIIgCBItJYxm1o5Ur4r5KVr8CbAWMFyeEetdvEMFvSxaTP++jV+7E4BvS1ovlQ9G0eKv8exsr6XiHfEpL80yhUEfihYtkxeaO0xOTPW8ar0rWqyT+yX+DYxQ74kWL8ODsd9Mxfun5+clFoBosQmnqz7T3ZKp3QXdES1uWrS1Bbfg1z2XXn4BT4zRb0SLBZIOxuPEciaZ2eFV2wdBEARBUKPlyImkj1f9tNhnfosW/4V3dK4CTrZ68V6vihatlqJ1BB4wuyjwz9I2g0m0+FMzWys77zXMrOz2aEWviha7WHcH6rpocTT1cr+C2+g90eJ3zGx4dn0/Un6JtfkoWmxCnp54QzyG6KVsfXdEiy1J9+IN/HetQ3oJrEA/Ey2m9o7B/87kosU78BizXLS4iaS7JT2SRrg+lMoPkcsWp0r6laTFU/mlks6RdJ+kP6k63ioIgiAIBjztTOs6Jvv5X/wFe0yzHSxEiyFaTChEi80I0WJrBp1oMXVQzsXTBW+CZ3crvky53lzAuAGe5vlL2XE/BGwL7IkHxzc6j0zC+K9unkIQBEEQLBhadk7M7FPZz874S8Hfu1BHiBZDtBiixe4RosXBKVpcG/87emf6PTiO2ujwCEn3yAWMB5AEjIkbzOxdM3ucJp4Tq5MwdndWbhAEQRAsGNoZOSnzPI3FfFWEaDFEiyFarCZEi01ocS8GrGgR7zDOyDqX65vZLmmbS4Ej0kjLCdQLGN/MPs/PTmcQBEEQzDdaBsRLOpfaS91CuJSuU6BrIyxEiyFaDNFiI0K02JzBKlp8Ap9qupWZTU7TvNYysxl4B/+FVHYAjX8322LYsstFqt4gCIJgQNHOyMnD+Df5j+Avzcea2YE9rdhCtBiiRSdEiyFabMRgFS2+hf9Onpp+D6dQizv7X3wa353ArO7WEQRBEAQDlXYkjN8ov4RVlQVBEAT9i2WGftS2PbW3B356l5v3bRYyFQRBEAwW1IsSxoMqykZ3uUW9jELyGJLHASx57GvSc/j/VBtpaSlLVA/kjOne/Cpbt698GmexXCmbTOsOTWWzJD0o9/LkdTxXPMOp7AZJr6bP+f0ufr7YoL0NBZDpd+Fy+SjM7PR5iKT1s+3qpI7ZcY+S9IayLHKqED4GQRAEQdCahjEnciP154E15HLEgqWol6/NF+QxI5/LitbB4z2OVi9KHuUxCeXUxe9Px/i4pCXM7N/Zul6VPGb7rAj8Eo+9+X5a3yeSRzy17qeBT0g6Dg9UX0jzR/J4HTAyzb0XHgDdToqhASN51HyW8qXncC88VffH8RS8BW3JEjOOzWKXWrGppPVS7ETenhH4FMA9zGyWPBPfoWndnsBhuGRxYfx5/718WloxpeplPKXwvek5L099m93OfbEmAkhJ44HpZvbFtHwC8HMz+xwpJkmZ1FHuzCk8LmviiSWux9NmzzckLVyO8wqCIAiCgUyzkZP78Ln9s9K/xc+3gN36vmn1mNmJVhPA3Y+3fVf1suTRzOZYfSrbDfG56ZfiMSblzFK9KnnM2vEi/gJ3RP6tcVrXq5JHM7sdD0g/Jp3vw3gw//yQPF5WJAowZ3yKdekK/VryaGaXlJ6nycAW8hGyE7L9n5V0aho9eFDSsFR+qaQL5Slmn0wv9M3YAY9fuYDO6XAbyhLNbC+rCRaLlM630z5n4HEuZb4NnGhms1I975jZ+Wndsfhzt0mqb238i4YJ2bOTP9N7452AXiNd502oD3z/Ad7ZGlq1T3FP8d+7P+Neky7/3qcRpWuz5e0l/Tp9viCNNlU9J8dLupf6L2yCIAiCYMDTsHNiZn82s4lmtpWZ3Z39/NHMevzy3RMsJI8heUxoYEoev5fmXH4MH636WLZurpltjo805Gm0Vwc+gb8EX6jmaYWLZ2ECsKfStLZEX8kSwX8XNy46VRnN7vN6Fesept7v8Tt81HJhvJNSdtQMLd3T7ega6wJT8hGI9HlKqR1VFNf6HmDtNOLZFe7E02kXqbGLvzXQ/Dl5w8y2NbNOf29UJ2Gc28XmBEEQBMGCpWXMiaQtJT0k6VVJb8nn3fen//FC8hiSx4EmedxP0h/xKXbrUd+RuTr7d6us/FpzAd9TeNroSut7mqr4SVzYNxeftrdLabO+kCWCO39OJ6UE7wGi/v7PA+7FX9wXM7NnS9vPLt3Trv4OlutrVZ4zEhhn7jS5ni6OZKQven4DfCr9TdoDuDGtbvacNHy+rE7CuHRXmhMEQRAEC5x2AuLH4t8OPgUshk/5OLcvG9VFQvIYkseBJHlcAzga2DHdy1uoF+1ZG58r60rsht+LaelZ2JbOhvtelSWWuAKPc1k1K2t2nx+vWLdxKs8Zh//duZbeZwawkeqTByyEO1AapmFOIxlr4qb3Z/Hfue5Y5a/B46L+E3jI3BvU6jn5d+fDBEEQBMHAp6WEEcDMns4CLy+RuzP6BRaSx5A8DizJ4wb4i+UracRrd+oD1vcHTkn/Ts7KPycP/F8Dn573RIOmjcLdHVen+pbAO62Ll7brTVliB+m+nwV8B/h9Km4mmzwN933sZmZzUod7ND4SlXMPcDK9O9JTtPlpSY/ivy9FR/M44I9m9nSTXUcBY8zs5KJAns1rtS42YSLwC+AQaiMiS9P8OWmLYct+MFL1BkEQBAOKdjonr6WpIlMknQa8QItvlfsD6SWzkDxCZ8njLFzyCN4B+HnFYbokeeyFZhdTlRbFRxyuABrJ3i4EjlYDyaOkuZK2SC/9k/CpPt2SPEqqkzxK2h9/ofwPfFTnH9Re6nbBX9KLF9+mkkdJheRxReBd/Ppen+opJI+W6mkoeZTL7EbSeVrdDcAYlSSP2fofmdn40j5n4oH/bZM6QmPwa/sCHpezcMV2U9OL8Ay8w1eO+Xm/pAfwUc38W/gngLuBlYCvpOl5daQOyK549quivn/LA6c/VWrHbfQdvyCbDmhmj0kqZJOL46M+t6R1N6Xn6L50n/8FHGguzczba3jAfRVDS/f0YjM7p4tt/hJwrqSn8elck1NZM0binYacCan8AWBHSc9n6z5XfIGQY2bz5GmHR5NSt7fxnARBEATBoKQdCeNqwN/xqTNH4SMO57f4RjEIgi6SpgZtalkq41R+KSmF7YJoVzBwWWboUNv21JNbb7gAuXnf/RZ0E4IgCIL5gHpLwpgCwQV8yMxOMLNvRsck6O9oAEo6gVWAwr9TVUdIOgeJpDMIgiAIgmpaTuuS9Cl8OsX7cCHjhvgUqa4EGfd71FnyCHCduYSvN+upkjyCB77Od7nl/EDSrri7IucZM9urD6v9KrB7muLWa5LOKiQNxzv6fSLpNLPRabtcPLkfPn3q23LR5pLAa2a2kXpf0vkrPI1xLul8req6qP9IOgvewdM7z5S0Cz5tbIFIOiVNwGOGco61rrlkgiAIgmBQ0062rjHA5qQsSWY2Bc8GNaiwTPKY/fRqxyTV00nymH4GZccEwMxurzjfPuuYSLoQj6m5Sb0s6WzA5/H4oPkp6bwWzya1KLARHo/zSFrX25LOvegs6fwh/VvS+brVpJffpV7qWNQ9XyWd6TqeiH8pJNxpc7uk0fL4KgAk3Sxp+/T5VbmY8xFJv81Gpf6krmWhC4IgCIIBQTudk3fM7JU+b0kQ9BIWks6QdCbUTySdGccDu5rZBnTuyFaxBO7P2QQf9fkRLvnci1oSijoUEsYgCIJgANNO52S6pM8DC0taU9K5tJHlKQj6CSHpDElnf5B0FkwCLpV0CBXZ3Cp4i1rnaRpwt5m9nT6vXrWDhYQxCIIgGMA07JxIuiJ9nI1/G/om/rI2Fziy75sWBL1CSDpD0jnfJZ2NSKN6x+HP3pQUg/YO9X+Lc9ni21ZLqfgu/neY9By15akKgiAIgoFEs//cNpGnEd4fnx5zZrZucfpA4BYEvY2FpDMknQtA0tkISUPTuTyQko18BHgW+Gp6nv4Dj/HrFYYtu2yk6g2CIAgGFM06Jxfi0wk+Sk3eBz6NxFJ5EAxILCSdIel05oukM+N0SWvif0d/B0xN5c/gU7Wm0zxmJwiCIAgGNe1IGC8ws/+eT+0JgiAIeollhg6z7U6tzFDdL/j1vp9d0E0IgiAI5hPqRQljdEyCfo8GoHQxW24kXVxZ0jhJs+XCwFslraXuiwRbSRxvlnRwtt9bkqalz5XXRaU0uFl5LkS0LIYNSYtIeknSzfkx1E2hYdW9SOVHp/s6PW3zRUkT0jGfLl2nrfM259ekdMw6kWUq6ySEDIIgCIKge0RAZTBY6FPpouolne/Hg8pXVy9LF1Uv6VwT+Cce/L0jHp+wEp4CuTsiwVziuCLwSzy25vvFBimb1iVpm2eBHSyTDnaTfwMjJC2WHCw7Ux9nMgKPbcvLzJoIDQvUQIAp6Supns3NbK48/e9nC7+O3CNydH6dpKoEbnV1dRJZNtl2vkhdgyAIgmCw0U4q4SDo12g+SBctk3QC4/EX+uvpZemiJUkn8E3gETP7SKp3jplNMbN7Stt3RSSY7/cicChwhFq9lfcOtwF7pM+Fc6VgOnBNnsKX9hNuNBJgfhf4akr/i5m9YmaX9eQEaCyy7IRVSF2Bn6RRuqlpNGd/6DTKtKmkienzGEmXSbojbbO3pNPSaNZvitGyMgrPSRAEQTCAic5JMOAZpNLFtgSE6rpIsINGEsc+YhwwMrX3Y8ADvXTcTvdCPq1uqdxR0ks0Elm2y27AX81sAzMbQf09a8RQvFP3GeBK4C4zWx94nVpnr47wnARBEAQDmeicBIONwS5dLOiWSLCC+TFqQmrf6vhLfTspilvS5F4UGQW73MxGZWousmyXacBOkk6VtJ2ZvdLGPrdl0sWFqRcyrt7F+oMgCIKg3xOdk2CwMViki80EhNAzkSBQKXHsa24CzqB+SldPqLwXaSrXv9P5dYWy2PGDeBpkaCKybJfUqdkE71icLOn4tCqXMH6gtFsuXSwLGSNmMAiCIBh0xH9uwaBiEEkXf5/ae4iZ/SzVtRkuNPxzVleXRYLpWA0ljn3IxcArZjYtBaR3mzbuxcnAeZL2TwHxSwMjzeyiJoedCHwBOD4lGjgQ96BAa5FlO21eBfinmV0p6VVq0stn8U7LbXTu6PaIYcsuE+l6gyAIggFFjJwE7wnM7J/4aMZD6acsXVwXly5OkdSok9Il6WJPYh7SN+R7ATvLUwnPAMZQP9pTcAOwuEoiweynSKe8WFqegXec7gBO6G4bM0ZLej776ZRQIJ3T82Z2di/UB63vxQXAXcBDkqYDdwOvtTjmD4FhcmHjo3jmtSslrU6FyBKYK2mLVHRcfg0aHH993Hg/BX/mfpTKT8DFlPfgI1lBEARB8J6lpYQxCIIgGJgsM3RN+8SpvdUf7F1u3PeTC7oJQRAEwXxEvSVhDIKuom4KEVP5iZL+kqa9tFPXF1Na1hlyIeHRqfxSuejw/Wl5+ZSOdf1sROGfkp5JnyunYKkmPHw0ndODpfaOlgsFp8iFf0dVHKNOEihpg/TtebE8Si5vLESK60t6LH2eKGnT9PlZSb/K9ts3TV0rlndL7ZuV2nONpFXTui0lPZDKZ8pdK62ubZ1wUE0kifK0tyZpWLb9Uams4R8iSUtK+mkxOiTpD5K2SNd9emnbDtlhur/FvZsqacdsu4mSnkjlD0naMFv3rGpiySmSzsmO1+PnJQiCIAiCnhExJ0Ff0C0hYvKP/BoYi6fkbYqk3YEjgV3M7K/yNLVfyDaZB/wXPsUHADObBhQiwkvxmJTxFccuJHqFvV14KtergeslLZSEheCOjiPkAsUnJI03s7+k41RJAqcBq8lT3r4POCcdZ4ak14Dl8HiGKjaVtJ6ZzSi1dwRwLvBpM5uZyj6NB24/B1wG7GdmU9M9WbvB8Yvj1QkHcWdLWSo4ycwOT9uPSec1ktp0pX2Bx5vVg8eHPAOsaWbvyoPYhwN/z9pS3IuVgXmSDsQDwo8xs/HyWJOLcGllwQFm9rCkg4HTcSFjQSOxZLeflxzVizRzdjSzOc32DYIgCIL3OjFyEvQq6oEQEcDM7jezF9qs7n9wy/df075vFMHjiZ8AR8nTBHeJQqIHfJKUGSuV/QkXJH69Yp85eJxCHn/SSRKYMi89BGyR9nkKv07npzp/j8dLVHEGLhgscyxwUtExSfXcZGZ/SIsrAi+k8nlm1qrTUCccNLNLSkLB14uOScYNuI+jyAT2CvBSowrk/pUtgOOKrGZm9iczuyXfLrsXFwJnpc956uTJNJZQNltXptvPS4E80P964Ek8ecFv8M7RW8DEdM5IWkHSr9LIzkOStknlm0u6Tz5Sd5+ktVP5aEnXy+WLT0k6rUkbMgljO9mKgyAIgqD/EJ2ToFfpLSFim7QSFT4H3Ev9aEpv8EdgnXJhmkL1AepfnBsJG+8Dtpa0BD4KMBHYOq3bGjfLV3Et7vMYVipfL7WrEWfhozoTJB2WRpma0R3h4FzgL2kUZxR+3s1YD5hS4aTpKrtRy6rVzrq7sqla+TS83npeNgC+gQfAfwFYy8w2x0eJvpa2ORvvaG2GdwSLbG+zgI+b2UbA8cBJ2XE3xJ+n9YH9JeWpsTuolzAO6eGpBEEQBMH8JaZ1BX1JhxBR9alqmwoRe5mT8BS7t7TasAuU279/mlq0NnCImb0B9ZJAeQaniyUtm0aLJgHfwiWND5nZbEnD5Cl+l2wigpyHfxP/P3jq2c6Nq00rWhy4yMzOMLMfyGOAdsFHc0bhU7Wq9s+FgybpHUkjzGx61fYlxuFTu3YFdgQObmOfKho9D3n56WkEYUVgy9J2V6WO38L49LScRtO6oHeel4eK0T9Js/FRM/BpbzukzzvhmcWKfZZO0/yGAJdJWhM/10Wz4/6uEDdKehxYjfpOfhAEQRAMeGLkJOhLuitEbJdWokLM7GlgCrBfN47fiI2AmdnyNWa2HrAdcKaklVN5M2Hj/cBmwLb41CPw6zISH1VpxhV4Kt1Vs7IZpJdwM5uTpj5dBCxZbGBms83sArzTsEHqxFTRE+Hgr/HRgueSDLEZM1I7qv4OlYWIUC9FBDgG70Qdh8fU5BwArAH8Ejivvab32vPyZvb53Ww5FycuBGyVTZX7DzP7F57O+C4zGwF8inopY37cecSXS0EQBMEgJP5zC/qM7ggRu8jJwGmS9jSzv6VMS4eZ2Tml7U6kl0ZO5M6LM/Dg8zrMbLKkK4BvZEHclZJAM/uXpL/gIr7t0yEm4wH+5zdrg5m9Leks4Dt4fArAacAESfdncSeLZ+3eA7g1+VPWxF9uX25QRbeFg2b2uqRj8ZiLVtvOlvQwcIKk49MozZrAumZ2o6QXJO1oZr9Lz8xu+HSo/BjvSjobOEjSrmZ2e7bubUnHAbMlDc/jcVrQa89LE+4AjsBHwZC0oZlNwUdOCnfL6J5WMmzZIZGyNwiCIBhQxMhJMN9pJEQEkHRamgK1uFxoN6bJcW7FvxX/rVws+AgVHe6U2apZPEYrhqYA5Zl4zMe5WaauMqfiU5n2oLWwcRLw/iKzF945+SitR04AfkF2rimr1DeAy+WphCfhWa9+mTb5Ah5zMgUfeTmgKtZD7QkHm2Jm48ys3ev9ZTwL19OSpgE/ozaK9kVcbjgF74SdYBViy9Th+hHw7Yp1rwNnAkdnxXnMyeUV+/T0eWmHr+OZ1x5LU7S+kspPA05O92/hPm5DEARBEPQ7QsIYBEEwSFlm6Fq2/alNB+IWCDfsu9OCbkIQBEEwn1FIGIP3OpqPMsi0T51sMZVdKhcsLpWVnS2XE66UfYP/N7kEsFh+X+caQNLKksbJpYWPS7pV0lqqySKnpPLLVZM6bi/plezYUyTtlNYVMsUZqf3fLGJA0n43Szo42+8t1SSGpzRo42hJYyvKn5W0fPpsaQpcsW4Ruczy5vwYaiJ+7Oq9SOVHp5Gl6WmbL8ozmE2R9HTpOm2dtzm/JqVj1skqU1mHMDIIgiAIgvaJmJOg36Na/EbOdWZ2YotduyKDHA78Pr1QzsPjNV6ic1B2ozZWyRYLnsb9H1emF/8d8LiCeSlwvZAYvmpmZzSpQ8AE4DIzG5nKNgRWwrM2zTazDdO53okHdV+Vdr/HzPYsHS/PpPU2/vfgKDzu4fvFijSF7ZK0z7M0z3bVqO0PAKvgU6rm4cHhm0paLE292plarEUH6R6fmI7xanG9WtRVeS8kfSXVs7mZzZU0BPisme2V1m+Pe3P2zI7VqI718elxhdDyXUlT2mlfb5GeBxWOmCAIgiAYDETnJOj35C+o7aJ6GeTFeFrWX+EZsgo6ZJDAJHnQ/kQzuzo7TrsjJ4VscTguW8y/tb8az4B1JR78PgnYvSvnk9gBeNvMOrwxKYi6iBUpyuZJepAW7hgzu0TSufkLtVye+JCaxPp0BzPbIu/YpOs6AY/NGU/Nq7JdL1TX6F58N9U/N7XpFTpn+WqLFOOzoaQv4Rnj/o6LFruEpFOBP5vZ+Wl5DPAv4KfAjXjneFFcVHljus+34ZLOrYDPAn8uHfNQ4FCAxZZfsesnFwRBEAQLkJjWFQxK5rMMEhrLFsEN8CvIs5ONwl0g3aGVdBIAuWBxC9xOXrBdaVrX0Kp9k19lIdwd0teMA0am9n4MeKCXjtvpXsin1S1VFVDfQ7ojq8wZh7e3YD/gOuANYC8z2xh/hs9UbRhnbeByM9vIzOo6JhASxiAIgmBgEyMnwXuBPpVBqrlsseB63BWyBXBYV+tok6HyzFZrAuPNLDfVd5rW1YTquUy9jJk9lkYCRgG39sYxG90LfKped7J/VO1jqa6eyCr9QGaPSlpR0irACsD/mdlz8nihkyR9HJ8C9x/49D3wkZb7GxwyCIIgCAY0MXISvBfoaxlkM9liwTg8ffKdPYgRaCWdnJ2maA0DtpT06a5WkKZ1zQNe7F4Tu8xNuDemU/B6N6m8F2kq17/T+XWFsgwyF0H2RFaZMx5/LvenNqp2AN5Z2STd079TEzL+u9MRgiAIgmCQECMnwaCnL2WQKcC9oWwxa8NzKbD/tz04ld+n9h5iZj9LdW2GB+93TO8xsxckfSedy01dOJcV8KlvY9NIQA+a2jYXA6+Y2bQUkN5t2rgXJwPnSdo/BcQvDYw0s4uaHHYi7og5PiUaOBC4Ia3rtqyyxDjc77I88IlUNgR4MYkkdwBW6+IxARi27NKRtjcIgiAYUMTISfCepZdkkB+ntWyxqO+nPYl5SLLBvYCd5amEZwBjqB7tuSG1vQgwL8ecFOmUF0vLM/CO0x3ACd1tY8bodN2Knw83OKfnzezsqnXdoNW9uAAPJH9I0nTgbuC1Fsf8ITBM0lTgUTzz2pVqT1Z5XH4NGlWQpI9Lpba/kIqvwrOZPYyPosxqefZBEARBMAgICWMQBMEgZdmh69j2p/289YbzkQn7bLugmxAEQRAsABQSxuC9jLopYJS0uKRb5KK+GWogGizV9UW51G+GXIB4dCq/VC5WfH9aXl4u9Vs/G8H4p6Rn0ufKKV+qCRYfTef0oOqFkaPlAsMpqd1HVRyjTkooaYMUPF8sj5LLIgtx4/qSHkufJ0raNH1+VtKvsv32TVPliuXdUvtmpfZcI2nVtG5LSQ+k8plNRqOKY+0u6eG07SxJZ2TXdd/Stq+WrlUzGeWj+fEqrmHxs246nkn6Wrbt2LT9eVk9r6vzqFQQBEEQBF0kYk6CwUpXBIwGPCLpJuBN4Awzu0tuaf+dpN3N7DZVyyCn4GlwdzGzv8rT4n4hWz8P+C98ShFQc2SkdlyKx8CMz9q2HPC77BiFLX4nM5sjD+q+XtJCSZAIcI2ZHZH2fULSeDP7SzpelZRwGrCapKXM7F/A1vjUoY2AB9PypAbXdlNJ6wGbA8cDQ1JH5wPAysBWZjYz1f1pPFD8Odwpsp+ZTU33ZO0Gx0fSCGAssIeZzZK0CMndkdhbUh7bsVi6P1fRhoxS0mLAo5ImmFlxnteY2RGldqyOJwf4hqSfmlmHy8TMDs+2ubmZgLHinhbsaGZzGu0XBEEQBO81YuQkGHSoXsB4FPA1XMCYZ6DqEDCmlL934sHNr5nZXQDpRfSPeBYvzOxEM9sw/0n1HG1mf03bvFEEqyd+AhyVXq7bwszmlOr4JP7CPSet/xPwTeDrVfvicRF5vEshJbwDlxKSMoY9hKc2Bs8Cdh7eKSH9e1+DJp4BfDd1jI4BbkrtfAg4quiYpHpuMrM/pMUVgRdS+Twze7zJZfg2cKKZzUrbv1OIChPXl67R60nWmV+LNKFPvgAAIABJREFUeXhHq5O7xtxKP6VqXQUv4R2Lg1pt2Ih0X17GY17mAu8HDgF+Jh+5+1GxraQbJD2SRuIOTWWrpe2Wl7SQpHsk7VJVl6RD04jTw2/Ofbm7TQ6CIAiCBUJ0ToJBR28JGCUtA3yK6m+8C1qJEZ8D7qV+NKU3+COwTrkwTaH6AJA7ThoJIu8Dtpa0BO7SmEh956TRyMm1wMaShpXK10vtasRZ+KjOBEmHpVGmRrQlnGyGqmWUxbplcR/MH7Li/UvTuhbL1p0CfCuNxvSEt8zs4/jzeCNwOH6uo9PoCsB/mdkm+Kje1yUtl2SLp6b9vgU8bmZ3VFWQSxjfv/QyPWxuEARBEMxfonMSDHY6BIyl8qYCxjTScTVwThqp6Akn4SMMvfn7Vm7//vKMW38CzjazN6BeSoh3sjZWLXXyJLwTsjnwUMokNkyeUnjJJuc9DzidJmmXJS2XXvCfVIrBMbMf4C/cd+CjOZ06DW3SUIyYKGSUc4DnSjLK7eSxNH/Dp2L9LVt3TWlk7PWOg3smrgdTu3tCkdp5GjDDzF4wszfx+1Y4d74uzw52fypbM7Xh53hWr68AR/ewHUEQBEHQL4nOSTDY6a6A8SLgKTP7SYvjtxIjYmZP41OI9uta05uyETAzW77GzNYDtgPOlLRyKm8miLwf2AzYFpicyp7HRYKNpnQVXIGn7l01K5sBbAy1qWn4dVyy2MDMZpvZBcCOwAbZaEGZZte1ToyY4of+ka1vJqO8x8w+BqwP/LekhnEiFZwEHEvP/m6+mf59N/tcLC8id73shMftbICnL/4AeLIG0hRDsmsaBEEQBIOJCIgPBjXdETCm+f9DgC+3UcXJwGmS9jSzv8kzcx1mZueUtjsRuKVnZ9NxHqvjcR/nlteZ2WRJV+AB3EUAf6WU0Mz+JekvwGhg+3SIycCRwPnlY5fqeVvSWcB3cDkkwGnABEn3Z3Eni2ft3gO4Nfla1sRHYBoFRZyOB/3fa2ZPygWLR5rZj/HpZ0dKuizFBY3GYznKbWwoo0zHPBnvbIwq79vgnGdJehzYEx9F6QuGAP9nZq9JWgfYMlt3Kh7Y/2dc2rhnq4MNXXbJSN0bBEEQDChi5CR4T2INBIxyWeD3gHWBP6apSQ07KWZ2Kx5I/ts0reoRKjr9SbTXLB6jFUOVUgnjMR/nZpm6ypwKHAzsQWtB5CTg/UVmL7xz8lFaj5wA/ILsXFMWsm8Al8tT9U4ChgO/TJt8AY85mYKPvBxQMd2uONZjeCfp6nTO00lB/mZ2M3APnmFtCrAN3smooiyjzLkQz2BWdGDLMSdbV+xzIrXRi77gN/gIymP483k/gKRP4KNcp5rZVcBbkg7uw3YEQRAEwQIhJIxBEASDlGWHrmv/edrlC7oZdfxqn5b+rSAIgmAQopAwBv0NzUcxYtqvTjyYyi6VywaXysrOlov2Vsq+Nf+bXKBYLL+vcw2Q2j8ltWuqpG+mKUhNpX/Z/jdKmpwtLyNpjiSl5a1S2z6clofIxY0LKZMRykWJD2fH2VTSxGx587TNU5L+mK7n+mnd2mldIUe8qI1re3a6PsW5Hpxdq7ckTUufT5ELC03Sjtn+e6WyhsJCSYum/Z+SSy4flLR7WvdqadvRksamz2Oye/e4pFHZdpeqJr2cWmrTRElPZOcxPjvea5JWzLZ9VbWg/7aflyAIgiAImhMxJ8H8pNfFiI0qUrV4sOBp4DPAlenlegfg/wHzCpGe3F7+qpkVVvLvSSoLGK/D/RrFPiviU5iGpPOAJtI/earijYFX5VOLlsSnOy0OPC7pTTzw+1E8q9a1eAzCA2b2buq/5KxYdV0krZT2/byZ3ZfKtgWG4lmjzgHOMrMb07r1G13XtH4hPD3zX/Cg+Ilpitklaf2zwA5m9o+0PDrVM4paWuaRwFRgB9XLFAEmJcHhD/GpXCPM7M10Hp9o1raMs8zsDElr4s/ReDN7O607xszGy+NvLiJlw0ocYGYPdzqaB9x/i2z6WHKXdHpeJJ0HPFi6P2c3mYYXBEEQBEEiRk6C+YL6SIzYhE7iwYyrcfcHeCD4JOCdZgezCgFjhfTvRdxifoRKb6YNpH/7AL8GxgEjzWxa6uhcAZyZPj+M+0HakSOejge7lzkCuKzomKT23GtmN6TFD+FZuop10xpeCGcHPAbkAtoMJsdjRDZPoyFL4pm0pgB3VVzXw+WZqQ4BvpZS7WJmfzeza9usrziXp4DXyLJ7ZUymPQkjwMV4TMoH26jz8IpzukTS6mkE7edpJOgqSTtJmpRGhzaHjlGu++QjbvdJWjuVf1PSxenz+ukYi5frV52E8f/aPL0gCIIg6B9E5ySYL8xnMSI0Fg8CPAWsIM/UNQrvHPQKyQ2yEG5D70DV0r9RqX2VcsT0+aP4CE0xR7OZHHEy8GYaEchpR474e0m3SToqXeNmFO2eAOwpadEW24OPhP0W74B+hlL2rAqG4Y6SuW0cuyGSNsZTQr9YsXo3PGA+56psatbpWfmreAflGz1pD35eZwMfwyWan8dTOR8NfDdtMwv4uJltBByPpzAGd/YMk7QXPkp1mJm9Vq6gXsJY1ScLgiAIgv5LdE6CBUGfihHVXDxYcD0+tWgL/Fv93iQ/j0rpX5qiNAy418yeBN6RNCLtMwk3t68BPGsuVFQacdiE5mlsf0T16EmtcdID8tiSswHSdKPheCdoe+B+eUrkqn3fB3wSuCF1HB7A0zC3wzj8mo/E72Nvk2f3OErSE3j7xpS2O13Sn4Arqb34FxyQjXYcU1p3DnCQpKV70MZn0gjZu7jL5XcptfI0YPW0zRDgOknT8Y7jegBpn9H4yNrdxfTAIAiCIBhMROckWBD0tRixmXiwYBwe03BneunrFSR9FPd3FN/UN5L+7Y9PNXomtXN1/KW9mIq0LD5CVATLP4KnB37GzOqCwXPM7Pe4tC/3Y3TIEdM2WwD/i78EF2V/NbOLzewz+BS3EVSzW9pvWmr3trTvCXkwHXf51CFrxtPAqsoSF5R4vRR0XhYxnmVma+PX+XJJH8jWHYN3DI8DLmun7an9L+MxRV9td58KyuLFXMpYxAD+EJ/uNgJ/BvK2r4mP4qzSgzYEQRAEQb8lAuKD+Y71oRgxBWs3FA9mbXhOLin8bW+dl6QV8KlqY83M8rCTCunfKDyeZnLadw08xqYY9ZiMTyEanS3/CLi1jaacmNpRjC6dBzwg6fYs7iSXI+6Gf4P/ttwsvxyeIKCKUcCXzezqtO8SeAdr8aopRhX8D/BGq43MJYS/AM6RdJiZvSV3s+xoZlcCdwMHAhenZAP7Ad+uOM718qxvBwE/zcrfTSNHB0na1cxuL+/bgB/jXpy+/Ns5hNr1H10UShqCTwn7ODBW0r5mNr7ZgYYuu3ik7g2CIAgGFDFyEvQbrHfEiB+ntXiwqO+nZja7h81eLLVnBt7RuQM4ocG2ufRvVZJgL7XlGWCupC1S0SR8FKnIHNW2HNFcDPlStvw3fAThZElPS7oPH7EamzbZBZguaSqePe2YYvpZTgq+3pXMdG+eBe1e/Bv+lpjZbUVygzY4Lp3H42mK0w3ZeX0D2FsuYbwfuM7M/lB9GH4AdKR4ztpieIcv79TkMSedOq4pA9kEoHLaWy9xGn6vJgELZ+VnAeenUacvAacoS28cBEEQBIOBkDAGQRAMUj44dITtdFqXEpz1Kdfus+6CbkIQBEGwgFBIGAcmGtyiwqlyAeDWpfVHSXojTVspyraXdHOD460g6W1Jh5XKn5X0q2x53zRtrFjeXZ5idaYyKaLqpX3FT9OMVfK0sNObrF9E0j/SVK68fKKk55TN+ZJ0g1zqt35W/z9VkwVWTj1LbXhdnnJ2plxSeFC2frSkl9IxZslTOJePUXf/JW2QRiOK5VHpWVg0La8vD/AvzmXT9LnVtd8ttW9Was81klZN67aUB+kXEsgxja5r2r7RfeyQUmbbvlq6VoWY8fLsnBrKMkvXsPhZNx3PJH0t23Zs2v68rJ7Xs/0aCieDIAiCIHCic9L/+CrwSTM7QM1FhVsAmwPfVy1G4wwzWwfYCNhGyabdCJVEhaXVhaiwiOOoExUmB8eFeOBxkd3orQZVvZ7Wb4DHHJxcWj8Kn8a1V7P2ZnwOn8pzbP7SiAcJ/6ek9SrOdQQ+jelAMxuOB2bnGb/y89gwBT8X+y5Xejmdgsd+LExjdgGeAPbLOyKJl4Ft0rGXwT0jFJ6TdG1vwqdXbWhmOzWpZ7aZbZTOaSSepergbP016XjbAN+T1JFwoMH9nwasJumz6TzPSeUzJE2geSrjTZtc+3OBg8xsndSeq6hlp7qTWnD+m7hPZNeqCtq4j82YnepeH0+2sF+27p6UuncjPD3yNtm6a0rPxuOp/EXgG+rcKT++Qf3tTmdrG3kGuyAIgiAYNETnpB+hAS4qbJOlgQ4znKShuBn9ONoX+o3Cbd3vAntkL/R/xV8Mv1uxz7eBE81sFoCZvWNm57dTmZnNScf/Ep4m+HU87qKcCrncxrOB56jPnAW1lLoAe+NpjXtMSq/8TeDrFevm4B3OPO6m0/1Pmcsewm3nG+JOmK/hsQ570VwCeQbV1/5Y4CQzm5m156YsRuQd3OtRvPwPbxKg3u37mNU9D0/H3EnAaNWyzEa8hKeqPigvzJ6XT5I6ROlnTvkAkoZLejBbXj0bmTpe0kNy2eJFRSc3jVidJOluKrwrqpMw/rON0wiCIAiC/kN0TvoRNnhFhUXQ+Cw8Y9YPs3WF0O8eYG21CPBN3/yvnNLSXkutA1VwLe41GVYqH4Gn423EUdnISKNvuC8Bvm5mW7Vo42LAjsDNVF/b3+GjFQvjnZRrmh2vi/wRl/uV27QqnpL2say40f2/D/esLIF3ACdSb6hvNHLS6Nq3I4F8QtIESYepPu1vmVb3sSXp+FsAv6lYVyXL3L80crZYtu4U4FvpXnaZ1GF7nzwFNfg9KYJExprZZiml8GLAntmuy5jZJ8zszIpjZhLGlkL7IAiCIOhXROek/zKYRIXFtK51cE/G5dlUp5HAuPSN/fX4lK1mjKT28jaOzi/+84DTSSmIu0A+ratsWC/SuC5jZnenoiuaHGtP3FPxGj7ytVfp5XUenuFqf2AxM3u2i21tRvn52F+eSexPwNnmQsdW938S3gnZHHgoZTQbJk+VvGST56rltc+myD0p6WgAM/sB7r65Ax/N6dRpaJOq7B552dA0VW0Obp/PO2qVssxEeVrX6x0H9yxrD6Z2d5drqU0xKzqMADvIY3GmAf9JkjEWbepBfUEQBEHQb4nOSf9lUIoKzb0ey+OjMh/Dv6W+M7VjJK2ndo0CRqftbwI2kLRmaZsr8JTCq2ZlM3C7ettIuiS9SN+Kv/RXprYrbVe0cafUxkdwb0i5wzMOj8Po7VRKGwEzs+VrzGw9YDvgTLnHpGhjo/t/P7AZLlgsJJDP4/enVSrjRtd+Y6ib8nQRPp2PVD7bzC7AR5w2kLRcg+M3u49zcHkl0BGflYsZi5iTYcCWkvKpjI1kme1wEj51rbt/T6/BY5PWwjMcP5VGd84H9jWz9YGfUS9j/Hc36wqCIAiCfk0EU/ZTbPCKCtfBA8nnAEcBY8zs5Gz9M5JWa7Dv2sASZvYfWdkJ+Etzx1Qxc5ngWcB3gN+n4tOB6yXday5EXAg40sx+3KitZpYHliPP6LStmd0LHFC1naSl8Zf6j5jZm6nsYLwzkF/He/DEAHWZ0nqCpNXxuI9zK85lsqQr8ADu79Hk/pvZvyT9BRcAbp8OMRk4En9hbkiDa38aMEHS/VncSS6B3AO41cwM76zOw5MGVNHsPk4EjpR0WYq7Gk1FELqZvSDpO/jvzU2ldWVZZkvMbJakx/ERswdbbV+x/2xJ84D/pTYiUnRE/iFpSfwLiqbCxSo+uuwHIn1vEARBMKCIkZMBhg1sUeEU/OXroDRdbSQutMuZQC1YfEdJzxc/eOao8va/ovol8hdkne80hedI4GpJM4Hp1AeH5zEnU9KLfpmDgfMkTcaD4qvYG/h90TFJ3Ah8WlKHuM+cM8ylfj1hqFIqYXwU5lwzu6TBtqemc9iD1vd/EvB+Myvim9qWQNL52k/DA7cvl6fqnQQMB36ZNvkCHnMyBR95OaBiOmNxrIb30cxuxjt9j6RjbYN3Mqq4AVhc0nYV63JZJnSOOdm6Yp8TaZ2AohnX4Mb7a9O5vIyPlkxLbX2oB8cOgiAIggFDSBiDIAgGKcsP+5h96rRKXdAC4ZK9V229URAEQTAo0UCUMGpwCwhnpPq+maaiNJW/ZfvfmL6pL5aXkTRH6kgrulVq24fT8hC5wG8hZVI6efrRh7PjbCppYra8edrmKbko8RZJ66d1a6d1hSTvohbXdXNJf5D0RDqvn6d7NEYpCDrb9llJy5eu1XRJv1YSIao9gV7+zfZOaZ1JOjOr6+jUhu9l287LPndKwVtq62hJY5us3yjVuWup3ORTqorlReRiv5slHZzV/5akaelzw2dY7ckkH5c0KtvnUtWkjlMk3Zed00vpGXxK0u3KRgaKZ0ieSWuKpKdL17tqFKFO0JiVba8k1kz1mqQds/V7pbL8md1UNUHjc6oXIq7ejXuxsqRxkmana3SrknhSFfJLVchAVZI9qrkUdPlGbQyCIAiCoDP9Lebkq8DuZvaMmgsIN8WDkx+RdBMubjvDzO6SdxJ+J2l3M7utUUUqCejMLA8wLQSEV6pCQJj2H4O7IDp1KEq8nu2zIj6VZUg6D/BA3D3l6UkflTTBzCal7ZfBA4lflbSGmT1jZi9L+hs+LeZxPKvSo+nfa3GnxgNm9q68/7K3pOPwIOD3SZoNXFy6riulfT9vZsVL67bAUHxayTl4Nqsb07r1K67ncnjWp0WAtYBngdfwAOcdgKXK+7S4VpcBh+PTZSAFM6fn4k48u9FV+TWsON6b6fxPzqdPmdmJxXElFT6P3mAUnoVrFNn1xYOXR0haLGV62hl/nkhTsC5JbXkW2KE81Std76Jz8wFgDWCWmQ2XZ2c7NNv8LDM7Q54k4BFJ483s7bTuGDOrilu4xsyOSHXtgMd07GD1XpK90vrtgaMbXO+uMg2/VkXK65HA1FTPwfjv+VXUptA9Bcws2tqCTvdC/gsxAbjMzEamsg2BpbPn7lI8vmt8Wt6+jboKKego4KeNNpJ0Hkm+mXF2k2l4LZG0iJn1hn8oCIIgCPoF/WbkRO8BAaGZvYi/SB6RXpTydVXyt32AX1Mv7YNaqlfSv2eVlvO4gOvTi9fDuLjwb+nlPOcI/IWtYz8zu9fMbkiLH8KzNRXrplWcW5GF6XrgFDNbK6VdnWNm483s75UXpTGTqZbkNRToVfAOnhXqqC7W3UEa2XhSLrwrv1jm2wkPWh4N7KLOro7b8FgPqLld2sLqzfEPAv9tZhukdZUSQjN7Cu8cltNDt6rrLvyaHdpq217gHmBzSYvKg76H4b8DRaftYTz+pDj3ZumbO2hyL3YA3jazDneQmU0xs56kyYaaFPTDkho+l2Z2uNWnJN4QuCyNsCyTtf9p+Sjtp9Ko0aNpFGeltH6MXMp4B3B5xfl3SBjfeCUkjEEQBMHAot90TmzwCgjrMHdELATUyQZVLX8rXmIrJXnp80eB6/BvmaG5JG8y8Gb6djynHUne7yXdJumo/EWqgt6Q5C2Mj7jcVLGuSqC3neqndQ3N1p0HHCD3lHS1HR8CTsA7JTvjyQYasQ3wTEoeMBG3g+eMA0am9n8MeKCr7Um0dX0lbYynlM4796dn1+iqRvvSQOTYBxiewWxXfKSy0/3uJo3uRY+fzTJqLQVtinmK7hvxv3dI2gJ4NnXm7wW2NLON8Ofn29mumwCfMbNOfhXLJIwfGBISxiAIgmBg0W86JyUGk4CwsgnZ50r5W/qWdBhwr5k9CbwjaUTaZxJu8F4Df5F5w3fRkvhLS7N0pj/CU8Y2bpx/WztT0tnQ8S32cLwTtD1wv7LMU12gUfaFonwx1SR5H8RHxgqaCfTuKX0j3ZFdzMzm4t8uN40nacAWwEQzeymNyDUT3+Wd2E5yyNTe1VP5rfQdR0l6Au/8jCmtOya7Rgd03rWDqt+zvqIYFRxJ76VVbnovukirZ7aVFLQdrqHWqRlJ7Tn7MHC7XMJ4DPUSxpssk0EGQRAEwWChv3ZOBqWAEEDSR3GPQ/GNdiP52/74lJxnUjtXJ03tSlN2lsVHiIpg+UfwNLHPmNmrjeo3s9/jcQtbZsUdkry0zRa4c2FIVvZXM7vYzD6DT5caQTVtS/ISS1FzWhQxJ6sB78NjTgqaCfRa8RPgS8ASzTaStHA2svCDVNzp5bS8XRrp2Qc4Pt2rc4HdlSVVSNyEe0h68hLeSiZ5lpmtjT8/l1dML2uHssixz0gjDiOA5VMnvEe0uBddFnFS/czmcsd2pKCtmAwMk7QC8Fn8ixFS28eaSxgPIySMQRAEwXuA/hYQDwxqAeEK+FS1sWZmediJdZa/jcLjaSanfdfARxKKUY/JuDtidLb8I9r7Vv7E1I5idOk84AFJt2dxJ7kkbzfgd+aCvZVx43nuyMgZCzwo6RYzeyDtfyB+Hf8AXCXpFHPR397A1PIImZm9Is+cdaOkC0rrGgr0GmHugbkW76Bc3GS7eUBHcHya1nW2PNh/Lv7cTK3YbtdUvmtWdhn+opnHSVwMvGJm09oMtK6iLZmkmV0vz2Z3EE2CtMtI+gQeb1Ke+teX/A/wRi8dayca34sr8b8fh5jZz9K6zYDFzezuBsd7ClhF0nAzmykXhG4ATFGbUtBWpL8FE4Af4wH/c9KqIdR+zw5q93g5qy/zvkjfGwRBEAwo+uvISSU2sAWEM/AX9DvwOIYqcvnbqngGoKItzwBz05x08KldH8GDhqELkjwzuxV4KVv+G/5N+8kpGPc+fMSqSJu7CzBd0lQ889ExxfSzimP/HX85O0OeSngmsB0wN01tGgvcm6ZofYUGnUkzexTP3DSyYnVZoFeOOdm3Yp8zgS6ldTWzF/CpUZPxe9coLmcU1XLIungAM3vezM7uShsq2tRKJpnzA6AjdTX1MSd5+utCMvgk8F1gH8sydfWAW1STaF7X5JxuS4H4vUHDe2Fmhsd27CxPJTwDv79/pQHmMs0DgUvSMzse+LKZvdKkrnxq12PZNfgxjSkkjPnUwTHAdZLuoTZSEwRBEASDmpAwBkEQDFJWGbaBHXp6w4zq840xe62yoJsQBEEQLGDUnyWM6qZsMZWfKOkvkhrGVVTUF7LF2nLIFkO2GLLFkC0GQRAEQb9kQU3r+irwSTM7QM1li1sAmwPfVy3O5NeprCXp5XQmLgXcR9Jj8jiSgkK2WMSi1MkWUwD2hXiQcZHl6K2KepbLFt8GFsanbuUvnveklKAbAXtK2ibbv5AtLiOf0oWZvYxn8BqeNstli5DJFitOfUVJu1e0s5AtftfM1jSzjYGTcdki1GSLG5rZcDwgtxJJ++OpTlfGJXlv4EH9bcsWzWwE8E+qA9/XxxMe7JetK2flKuKBCtli3QuimZ2Y3cfXs/3OaaONzcgFfzkdssW0XCdbzNryV1y2uKGZfaeqArk48wY8iP9N/Ppulm1yVjrWZ4CfFp24RJ6VK+9UXGNmG5nZmvizeb1cRtqBme2Vjvtl6q93o+mC6+FxRB2dxlI7oSZbLOiQLZbq3iLVfXxqa1H3s1UVS3oATyn9b3ya2xRJ60sdssWJZjbUzNbFp6stnd2Dm7LrtFODcyuTyxa7TKmDWvyc151jBUEQBMFgZb53TtQD2SKAmd2fYgFaYi4bHI93dK4CTrZ6AWGvyBZTAGv+8jsCD5r9UnpRyrftK9lizulUpwvusWwxYz3qZYsbppfLkC12U7ZYYi1ctjg8u76fKG9kC162OINMlJhe/B8qbdNQtthDtsQ7Jhvgnbct0zO7QGWLTcjTmxsei3VdPmIjaayk0enzs5JOkjQ5jaBtnEa8Zkv6SqNKlEkYX5s7p9FmQRAEQdAvme+dE+sl2WIXCNlijZAtVrcjZIt9y3tetpg4Gjg8deC2w0ccW/EXM9sK7+BdineMt8STHVRimYRx8aWXa7RZEARBEPRLFnS2rm7JFttFIVsM2WJ7hGyx7wnZov8+/1ge87SMmbUzSlt05Kbh0zj/ZWYvAW+0+PIgCIIgCAYkC7pz0l3ZYruEbDFki51QyBYLQrZYo89li2Z2Ch7Lsxje8V8H/x3L/w6X7+Ob6d93s8/Fcr/0VAVBEARBT1ig/7lZN2SL7aKQLULIFhttF7LFkC2W6XPZoqShKSZmmqSt8Cl1j+COpffjHZMd8WQLvcIqyywaaXyDIAiCAcWCHjmpxBrIFgEknSbpeVzC97ykMQ0OE7LFkC22hYVssaeEbLE92eKR8vTZU/F4k9vM7C/4dLHH8KQdj7Y68SAIgiAYzISEMQiCYJCy6rAN7NjT71hg9R++10oLrO4gCIKgf6H+LGEMaqibQkq57PAWuZxvhprI/Er1zU8h5VS56HHr0vqjJL2hLLOWKiR42bpm8rtfZcv7pumBxXI7EsPip2lwsVwQOb3J+kUk/UM+ZS8vnyiXCioru0HSq3InR6UUsEk9a8mFgk+n87o23aNCUtlJ9KmagDE/33VVk14+mo71oOqFp6PlqW27JLNUhYQzlb+aXUuT9MNs3fLpHo/NjyHpPNVkk6+r+ahZq3uxqKRT0u/R9HS+u6uJ/FEl2asqBJ1q/DvVsI1BEARBEFQzKDonpZen4ud7rffscj3LVdQzRfUSxq7SEyHlGWa2Dh7YvI0qxIul9g/H7/nHJZWDxhsJKT9ecahnrIGQMlE4XzbA4wxOLq0fhU/X26tZezOaye82lbReuVCe8WwscKC5UHIE9Z6JXKy5obn0sifsAjwB7Jd3RBIvk9wpqRP0IejwyFRN/3qiqgJ50PstwAVmNiyd1wXACmmThqJP6qWGG5rZ46l9FqOsAAAgAElEQVR8trmYcTg+te4oSQfn9Zq7gZ5pt51t8idgz2z5c3ggex1mdjj1geDt1N3oXvwQv/YjzF1EnwKWsi7KH3OqfqfS9fs09dPrel22mP5eBEEQBMGgYlB0TiwzgWc/J7bes8v1zKmoZ0NzCWOXUQ+ElGb2WjF/P3US/ohnNWvG5/HA7Tvwl6ecRkLKu6wm17sQf6lvt1MBniHt/7JzHgosiQf8t5uOtZn87gw8fqLMt4ETzWwWgJm9Y2bnd6HdSNokfSs+mfqMYo3aeDbwHPUZ0qBerrk3nr6a1K5LrLOxvFFdnwcmm9mvs/3vMrO6ER2rFn22xNzN800q0jFbzRyfy0Zv73SQ9nkdmCmpGN7dn1qq3nLdW+AOk9lZ3c0EoZ3uhaTFgUOAr6X4Euz/s3fmYXZU1d5+f8ogM4pMXsBgoiAziCAIAjIrqMxE+AS8qCiKouCE915UEBQwgqCAyoyEeZDBMBkIEIgCCSFMYRIBQQQEwmxY3x9rV599qqvO1J2kO673efqhT9WuXbt2VYfaZ++1XrOnzazynF3Q72/KPCV3fj9r76mkcyV9Ivt8mqSd0qzNBPnMY9/sY5oh+5Ok3+Pphavq7JMwznjxuQFeXhAEQRDMXuaKwclwxQZJSJm+jd8ed7m0YnYJKYvkAPfhmdHyjEaFcHICsJKkpaoqKFB7+d15uL9mVGl7OxHfgdm32nVB2qcCB5hL8Fq1cQE8y9LlVPftdfg362/HBymtPCqt6FTMWCX63E3Ns30L1Bw+u8SM0BBWLoen3e4lXXgTLe7FKNyb8+JAz1Gi1d9UJ4xNdSBfJrk5nonvH8CWZrZO2n9cdsx6wCFmVikLtUzCuPCi7+qhSUEQBEEw54jBydChJyGlpHnwF6Pj0jfflWj2CimLb9dXBrbBPRzFdewOjDV3ylyEL+dpRTv53Uw87W5XqaZpXtbVL52uPB5mcWuknj2zXCZjO3yG6RV85muH0pKbmXh62N2ABTpZLtQjlaLPRHlZV52dfHaKGf8IbInf014HbGXa3YvBwKDjv6l2XAV8XJ5KeFvgxnRv5gV+I2kqLkXNByKTzLP6BUEQBMFcRwxOhg69CilPBqab2S/a1D9HhJTm/pZ347Mya+Df6F+T2rE77b9t7kR+dyYeG7NCtq1rEZ+kU9OswpX4S3plKrtSuaKNW6Q23o77YcoDnrG4KHAgy4jaXVOd6LMbZqeY8Q28v76FDyQGg7p78SCwgvoLM9vxqpoTP5TFjO3+plpiZq8B4/Hlm7vRmLE8EHgad62si8tKC17u6gqCIAiCYBgRhuEhgvUgpJR0GG53r3SIZPXNSSHlysDbcQP3gcChZnZEtv8RufCu6tiO5Hfm0sgxwHeB69PmjiSGOWbWFAguz361kZndBOxRVU7SosBGwPJFLEMKiB5Ncz9OwBMDDMQa/3vge5I+aWZXpHNtQ0mUaf1Fnx0haQQew/PLAbSxW44BbjCzZ/vnEeiOVvfCzK6V9DvgOElfMrM35L6jzc3srBbV3oD7T05JS8Z2Bb7d6d9Uh4zF/4bXpSFbXQx43MzekmdQ62n2Z6nF5410vkEQBMGwImZOhjhWI6RM6/QPwZd73JG+ya8bpMwpIeVkfLnOXmm52u70l9ldTCNYfHM1RHaP4+vs28nvCn5HNti29hLDPOZkcnoxL7MPcEIKiK9bBrUjcH3xMpy4FPhUWqpTtMfM7Ggz+2e/GjokLffZDviaPB3uPfjL7D8qiueiT+gfc1Kkdx6plEoYn9X5ZQroHig/KN3LumuaZmanD8L5oP29+AEuJb1Hnhb6EjJJaQ1fB3ZMz/KtwPlmdiOd/U2dlPXBxBbnuDrVd601MuD9CthL0q3AB4jZkiAIguA/hJAwBkEQzKW8b+Ra9uOfXTPbz7vHTku2LxQEQRD8R6GQMA4fFCLGYluIGNuIGNWZOLEQCd4nT1FdrqPp/ktaM80MFJ9Hp2dh3vR5dXmgfXEt66bf2/X9Nql996X2nCtphbTvI2rID++VdGhdv6bydfexn+xQzbLHQtx4j6QzsmvqVVppkr6WlT0+le9aFtkJkm4ZyPFBEARBMNyImJOhwVeAbc3sEbUWMa6LB2nfLukyXE53tJn9KQ0Srksvh+VA6PMteV9UksaZWb5cpBAxnqVmEePM5LggvUTOwNPsXgdMUnOswObm3pdXs2O2xuMtNsnK5SLG0zroo1zEeFJp37qSVjWzJomfGiLGT5rZffLMZl/Miowxs6MZPHL53/eteVqyEDHepP4ixqKfTsNT4N4PnJkPGIDXk+8DkjgxHfM+PLbmbdlyrHPN7KtyOej9ki4ws7+l8lX3fyrwXkmLmNlLwIbAfXhw/KT0+eaK610M2F6eMvq19Pn5dJ7V8NiVT5nZvWnbp4ARuH/kdGBXM5uSnvmV6jq15j5el/pnBWATST8Ajq1YkvaQma2VznENHjNydto3wcy2k8eS3CnpYjMrrvNcM/tqqR0j8CV0X5d0UrYEq5BFFmUuL5797NjV6Z/xLb+nlZjZhq32B0EQBMHcRsyczGE0+CLGm621kLIXEWM/rDshZYgYW4gYy5jZ1Ip+rXyJtdbixGfxAWcea1MlDXwLHygW5/gQcAI+KCH9t+ob/Bfwe3J7ehk/GLgr7fsO8JNiYJLOc1mK1wBYCvh72j7TGsb6Kqru4ybWX15ZGyuTYp4mUSGmtO6klc/gg/K92hUsnaPpnuKD1Vsk3Zhmgz4s6SL5zOhhxXHZLNCmadbqgjTTc7ZUnUFAmYTxxRd78sMGQRAEwRwjBidzGAsRY4gYB06lODEtoXoHjQED1N//W4ANJS0EvIWnt80HJ1UzJ1Df96umdtUxBp/VuVjSlyS9o0XZjuSTrUj1r4+7Vcr7upVWHgl8SwP3p7xhZh/D/94vxQe/q+Gps5eoKL82nuRhFfwLjY9WVWqZhHHRRauqCYIgCIKhSwxOhhYhYqwmRIytKT8fu0maBjyML3V6Ddre/5vxQch6wJ9TxrZRkpYEFm7xXLXte0lLpBf8ByQdBGBmP8KXKV6Nz+b0GzR0SFVGj3zbyLT861ncEJ8P1HqSVpoLECeldg+Ey9J/pwLTzOzvKdPYwzS7jQommdnj6e9mMr5ELgiCIAjmKmJwMrQIEWN9u0PEWE9ZnHiuma0KbAwcI2mZrI119/9W4MO4J6RIe/s4fn/aBWXX9f060FgCiD+nCxcFzOwhM/s1PuO0Zs1sQVFX3X18FugbYKf4rDxd80Pp3KOAj6S4l4KBSCt/gi9dG8i/oUXK47ey34vPVfGAeZmZNWWCIAiCYFgT/3MbQliIGKuODRFjC9RCnGhmEyWdiQdwH0KL+29mL0n6G+5N2TRVMRFfRtQyTqem738GXCzp1izuZMGs3Z8ErjQzwwerM/E4jCpa3cfxwDcknZ7irvYG+i3RM7O/S/ou/ndzWWlf19JK88D8e/AZs0mdHDMneNc754m0vkEQBMGwImZOhgEWIsYQMTbTjTjxp+kaPkn7+38zML+lzF744OR9tJ85gf59PxUXGJ6RArhvBj6IW+4B/h8eczIZn3nZo2I5Y1FX7X00s8vxQd/tqa6P4oOMKi4BFpS0ccW+TqWVOYfjs5hBEARBEAwSIWEMgiCYSxk1ci37+ZGDNgnaMZ/a5d2z/ZxBEATB0EYhYRw+qEcJY9r+R3mq22mSTmyXQUizVxRYSBhvScuz8jLHyiWIb8u27S3p+Jo615YL8LYubTdJx2SfD1Im9JP0OUl3p/65RykgWy7veyS7rrazA2ohiUz7W4kiJ5S2TU7t2jprwwxJ96ffz2jRhkIeeL88Fe122f5cLnmPpNGl4/vdf0mflnRJ9vl7kh7MPm8v9+oU1/Lu9Hu7vt9T0l2p76dI+q2S6FLSdukapqR2NvVZxXXX3cc+KWT6PEJJlKnORYtNskrVCDpTfSZp+6zs5Wn7xancg+mcrWZcOkLSeyRd0OvxQRAEQTAcicHJ0OArwCfMbA+1ljCuj2dT+j814k92NbM18RSkSwK7SDqk9GI1WR5zAM2iwHKWp0IUWKQm7hMFZn6GPq8E/Ze+FMu4FicFIqe2nU7mIZEPSHbA0yN/rMM+Go1nuyov53od2LF4Yc6RtC2+HGirFCC+Du7mKCj8GGvZ4MjuclFkmUXkKZELESIAZjYu69u/4Mub1gKOqujb29JhE8xsbTNbCfebHC9p8+xcY1IdnwZOUrKiJ6ru/y1Anip5A+BFNVI816USbtX32+DxRdtmfX8LsHRqz8nA9un5WBsYL2mfims+oYP72IoJ5sLKtYHtJOXpd89N/fRR4JDi/iTyTG5rmVkRD/M4vpSyCTPbIdW1bzpncU/3qLimfcrHV2FmT5rZgAzzQRAEQTDciMHJHEYDkDACmNmLqcw8wHy+yQ4vvVjlIsZBEQWmc1eKGOkf2NwkYcSzWN0N/JoOApDTS/TOeLDzVmp2Yvwbf9E9sOLQ7wEHmdmTqb2vmdlv2p2vdO5t0jfrN+F90opWosjcz1J4XmqxDkWMZjYZ+BHw1Yp904FXyLJZUXH/zewZ4AU1XCX/hT+D7SSMrfr+ELzvn0jnmGlmp5jZ/cAi+PP6bNr3upndb2anVlzz/gzCfbQWokWrllXWMQXvqy07PO/+Fdd0apqB+omkiXJh4jqSxkl6SNJ+0G8WaG+5pPGP8tnTn9WdUyFhDIIgCIYxMTiZw9ggSBgljcMHMy8BtctANHtFgSPTt8QP4QbzPENW8XJ+Mf5t9rxVFWR8FHgkBemPBz5R2n8C/g31YqXt7eR9+ezE2eWdaRD0G1xuuTGwTLlMVradKPICGoOb7YE/tGhXt9RJGNfBU0z/I31udf8LCeNKuIzz1vR5HmANPBFDFXV9XythTAkeLgP+KukcSXsoW95XwWBIGKtEi8W+KlllK0HnYXiWs4HyN3O55wTgNHwA/hF8sFnFWvhztTo+a1nlQgkJYxAEQTCsicHJ0KInCaOZbY1/6zs/8PEW9c9OUWCxrGskviTnZABJ8+GDi0vSrM9t+FKjVuS2+n4SxlTPGfgSp27Il3XtUbF/ZXxQNN08c8RZLepqJ4p8Dnhe0u64k+SVLtvaivLzcaCk+/G+PTTb3ur+FxLGDfEsXZPwZYRrA/dbEjmW6aTv1YhZekjSbum4ffGB0iTgIOCUzi+3uQlttrUSLVbKKhO1gk4zm5CuqyrrVzfkEsbbzOylNIv1WlpWWeY6M3shtfMeoDL9dhAEQRAMZ2JwMrToVcJIemG5DI8zqGNOiQIvoxFbsg3uZZma2rERLZZ2pZfnnYD/TeV/CWwraZFS0V8A/w0slG3rRcI4Lr1IF+6XOgljuVwnoshz8ZmGQfOcJMoSxjEpHmU3PJVvsQyu1f2/hWxwYmYv4bMJm1Idb5JT1/eFhHFqWu53FbBAUSBtHwNsSX8ZaE7HEkagLGFsJVqsk1V2wuFUxJ50SUgYgyAIgqBE/M9tCGFdShglLQwsYi6YmwefkZhQrjfVN8dEgem8hTdlNLCvmZ2T2rAQ8IikBWuO3QKYkmaHims5HfgM7scAfKmQpPPwl+TiW/gjgJ9J2s7MnpI7R75kZsfVNbR0nncAK0oamZaUja4p15EoEl/Gtiye7OA9dW3oBklrAP9DhYTTzC6SZ3bbS9I5tL7/96Q2bYwnaACP0dgP+HarNrTo+6MlfdrMHk/bFkjnXRhY18zGp+1rAX9tcYpW93E8sKeka9Ps1l5USxhrRYuWySpJctN2mNnVkn7MIN3HWcXi75wn0voGQRAEw4oYnAwD0stfIWGEhoRxaTyQfn7cwH49/eNVCupEgT9TSRSIG8cHykh55i4BbwD7pgHI1kBf2lgzezkFmxfpWfdOs0UF99E/juZC4Mtkg5PEMWSB4WZ2Zeqja1NQvdG8fOgoSXnswHrmlvHi+NckfRG4QtI/8SVvq1Vc62iqRZFjabbYv4RnYkP9EqV1xcaS7sSN6/8ADjCz62rK/ggXH75Ji/tvZq/Ls4EtZmZvpv0TgS/SmYSxqu+XBK5Ks1//wpMgjMOfiW9LOgkXW76MJzuopM19PBlffjdFkuEZz+oGGCcCB6khWsz5KS4y/Un6fKCkPbP9n6k45nC8D4MgCIIgGCRCwhgEQTCX8oH3rWW/Ouya2X7eLT675Gw/ZxAEQTC00VCWMKpH6aCkBSVdIU/tOk3SkR2eb0pa1pJvO03SK3nsglwMaJKWzjL1PKVmIdt8NeeYmfYXwrlvKmUgUgsZXHb8pZImZp8Xl/Rs+qYYSRukti2XPi8mFyK+LV3Lzmn7eEl/yepZV9L47PN6qcx0SXek/lw97Vsp7Zuc7s/Jbfp1PbkE8P50Xb9N9+hQJUleVjaX9xV9dbekP6gh5svljfdIOkMpk1fWh7kvYou0r1IGqGbfy8zs95aB82ohg0z7Wwkhz8w+zyMX/V2uZofHG5Kmpt9rn2FJ28pTwt6bPzdqIVpUjVxSDengnenej1MmCCyeIXUpE1RJgpi2baokq0znNWUeFkk7pG35M7uupNvSuR5TQ5A4WdKIHu7FMpLGyoPw75F0paQ1szqbZKKqEGwq+7tKn1tJNmPtVBAEQRAMAnMqIH4g0sGjzWxlPAj4o3JBWy1y4d3b8BS5C5V2P0gKIJcPJDYDngBmWsPZcSLNmXveoJpX0/5V8QDfT6RrKKiVwaWX83WAxZWWnJhL354CCmHfhsCdNNwTH8Ez/LxV0ZaV0kvZZOBsYN30crw0Huj+fTN7v5mtg6/nH5mOOy671g/iweeVpLouwdPrvgq8hmdfqox5KVH01Wp4Fqv9s30PpX5fHQ/83zXbN8GafRFFrEylDNAy30t2zrVaxZx0SJ0Q8mVgNXnKXvDnoPB8nJq15Ulgs/T5u1UnkC8nuwQPMn8d798tsiKtRIt1cslzzeWN7weOBC5SJoRM7ayUCZpZJ0u76phKc1/tjvtCylxWse38Nlnj+t0LScKX2Y03s5FmtgouAV00uwd9MlEz26Kq4gpaSTYryQZ7+c/W7Y8MgiAIgv9MZvvgRAOQDprZK2b2J4A0SLgDf4FtxWfx2ISrgU+V9p1Dw0exKZ6V6N89Xlof5l6JLwJfTS9K+b4qGdxOuPcilyBCI70r6b9jaC/GA38Reyq9hO0B/MXMTsVjAk7PXzTN7CYzuyR9XBbPDFbsm9riMvcHfmtmH8heYFc0s66yY+FxDVVivJl4mtl++ypoJQPsiDR4e0DSDbhXpa5cKyEkeEaqT6bf28oWW7AR8GUz+2A+ICsXsmrRYlvS39HJ+HM6q5kArCdpXnkw/Cj8b6DcpsPTNf4vyd5uDXloP1rci82AN82sL/7KzCZbSgE8AFpJNispBnvpur6eNv80zWAtUp6xkXS8pL3T721FjVUokzC+8FJIGIMgCILhxWwfnNggSAehb7Zhe1wc2Ird8BSuVdLB6cCSaVYmd2kMGDN7GO/fpfLtqpbBFS+xlWK89Pv7gPPxdMOk7XUpXicCr0sqpwmuFeMlxgDXS7pK0oGqdi0UDIYY7+34bEu/b8zTi+b6wB+zzRuXvoEeme2rkwF20o5lgR/ig5ItgVVaFG8nhBwL7J7avwbuGumFjvpXJdFioqVcMqNS3jgLMDwj2Nb4TE/VDEkv1N2LAT+bZdRestkJBwH7p4HKxviMYzu6FTU2SRgXWyQkjEEQBMHwYk57TnqSDsrT5p4DHJcGAZVI+jDwjJn9FR/ErJMtDyu4CJ+tWJ/OliR1Q34dlTK4tDxqFHCTmT0A/FtSkRHqZtzSvSLwqLnLROnb5w/hMwt1tLVYpzX+90o6FnzpEb6M7Hx8JulWZZm8uqAuy0KxfYG05OxZ3EuRR+yOzPY9Zma5tbu8rKtITzwQESP4vR9vZs+kGblzW5RtJ4S8CxiRtl/ZQ1s6pU60CO3lkgUDShnWJcWs4O4MXprqlveiS9o9s+0km51wM/BzeczT4mbWySxtt6LGIAiCIBjWzOnBSa/SwZPxb4t/0ab+0cDKqf6HgEXpL3sr0r1eUxO/0ROS3oeL0opvtOtkcLvhS3IeSe0cQVralZbsvBOfISqC5W8H9sG/MZ5Rd34zux6X6H0k29wnxktl1scdGYtl2540s1PM7NP4cqmq1LlFXZ2K8QAWwdPJQor/wA3X81EdczIK+Iik8lK8VlTJAPsh6e3ZzELxDXS/l9NyOXUuhLwMT8c8kJfwdgLJOtFiN5TljbOMNOOwGvDuNAgfEG3uRdfyTaqf2Vzo2IlksyVmdiQey7MAPvBfGf8by/8dLt/HbkWNQRAEQTCsmaP/c7MupYOp3GH4y3Q/6VxOCnDfBVjDzJ5I2zbDZxMKqzdm9pikQ2gWEQ4Iud/hROB4M7M87MT6y+BG4/E0E9OxK+IzCcWsx0R8rfre2efD6Oxb+cNTO4rZpROA2ySNy+JO+uSHkrYBrjOzN+W27CVIAd0VHA9MknSFmd2Wjt8T78cbgbMlHWlmL0naERcpNs2QmdkL6VvkSyX9urTv75K+i9/3jpYBWbUMsKrcTFz8V1z3ssCxkpYAXsSfmykV5bamAyFkOvcLZjZV0qadtL2Co/CA9ZvSM/M24Btm9vPStfSJFoGTOq1c0iZ4vEl56d+s5Ht4YP9g0ErOeRb+78cXzOw3ad+HgQXN7Iaa+qYD75H0QTO7V9J7gTWByepcstkSucxzKjBV0gb4krrbgVXSDOU78GWON3VaZzsWfdc8kdY3CIIgGFbM6ZmTSszsOfx/+n9OP4V0cDngEDwm4I70jXbdIOVjwBPFwCRxI/4isGzpfCflS4R6ZIHUnmn4C/rVeBxDFSfi2cNWBFbAMwAVbXkEeFHS+mnTzfgsUpEeeCIef9I2e5KZXQk8k31+Cv+m/Qh5qthb8BmrIm3uVsDdkqbg2dMOLpafVdT9NP5ydrQ8lfC9+Dr6F9PSpuOBm9ISrf2oGUya2Z145qbdK3ZfAiwoaeP0uRxzsnPFMccAXaV1NbO/40ujJuL3ri4up062+NlSfY+b2bHdtKGiTXcB3wDOSX17N56woIofAX2pq2mOOcnTX++WPj+AJ03YycwGY+bkCkmPp5/zW1zTVSkQfzCovRdmZngs25by4PFp+P19khrM5ZR7AqemZ/YCYF8ze6HFufKlXXdlffBzqvmGPH32FDze5Coz+xu+XOwuPLPene0uPAiCIAjmZkLCGARBMJey8opr2Sk/nH0Sxg0/F7M0QRAEQTUayhLGoYp6lEOm7YdL+puk2jiQivOFHLLxOeSQA5RDzmrSc/iEGjM0bSWL6lLqmI5vJTu8MPu8s3w5aNGOtyStke2/W0ngWP67zPuyeC4knZDd41eztn5b0rnZsYvKZ2RWJAiCIAiCQWWuGJyUXvaKn0N6qKqdHHIkHoz/Wvo5WW76XgL3lKzXRZuHixxyQ2Dt9MI2GU/ZOi+9ySGXUoU0U4MvhzwfzwK3UmrnH/GA/HbMCTnkm9muz6dn94QO2jpbkXQx8GVgceABNcsEayWL1pvUsUl2qGSOB94DbJ8GnKtXHPc4vuyzJ8ysSPP7CdL9Tp+Pwt0mhazxR8ApaQlmP+TOnPK/R0PungZBEATBUGSuGJzkL3vZT628rQp1JodcDzjNzFY3s9Vx78BPzOxZM7s1xS50ynCRQ56PDxTOzF7WxtKbHPIoqtMbD7Yc8vQiwYA5F6QYmW6YXXLIf1c8u32DInUuh/y1XLw3TR6sXWx/VNJPJU1KP6PS9tMknShpQqp/uzbXcjwej/MVPGnCWmZWDNw7kix2QZPs0MzWT8/dk2n77TXPwOXAqvIA9kEjxbB8GfiFpHXxoPWjWhyyF/AnPLnC/MAXgGXls4KHFYUk7ZnuyWRJJ6UvRNrdyx/KZxanyrN99UOZhPFfIWEMgiAIhhlzxeBkMLBBkkN2QcghG4Qcsrod3cghD0nrONcANsmXN+FJCtbDBxh5+u0RwCa40f5EtU5HXDwLF+MzbPNm+wZNsqj2ssPzcF/RqIrD3wJ+hgf7DyopQcE43Jd0QIuZyoI3zOxj+L8hl+KD5tXwdMRLpJnT3YCPpoHXTKBw0rS6l/9MM4u/xqWOVW3tkzAuHhLGIAiCYJgRg5NqepJDdopCDhlyyM7oRg65q6Q78CV2q9I8kDkn++8G2fbzzOwtc5/Ow9TY4uXxTJ8ALknXcxue2S1nsCSL7WSHM/FZi+/VHP973I/TSTxIt3+7J+AZADvJOJbLE6eZ2d9TRrCH8ex7m+N/K39Oz9Xm+EAfWt/Li9J/b8cHl0EQBEEwVxGDk2p6lUN2SsghQw7ZD/Uuh1wR/xZ983Qvr6BZ5mcd/F55rsQ2+L2Ymp6FjSgNGmzwJIudyA7PxFOFr1A+2Ny6fgzuEcp5Vc1JI3LBYqe8lX46oZ08Ufjyw2JAu5KZHdrBvSzqmklIGIMgCIK5kPifWwXWgxyyUxRySAg5ZF25XuWQawIvAy+kGa9t8cQFBbsBR6b/Tsy27yIXF66If2t/f03TRuPOj3PS+RbCB60LlsoNSLKoDmWH6TkYA3wXuL6iqtOAb9OcBOEG3GNyiqQF8IQG3+61rYPAdfjzNcbM/pH+bVkE/6Ki1b3sioWXmCfS+wZBEATDipg56QKrkUMCSPqZpMdxaeDjkg6tqSbkkCGH7AjrUA5pZlPwJUDT8MFPOeZnfkm34YPJPDj/fvyl/Spgv7Q8r4k0ANka/wa/ON/LuMV8+1I7BipZ7ER2WPA7ar5cSUvgjqM5rurreOa0yfhzfb6Z3Vh1/OzAzO7BB/pXp2WV1wDLdnAvgyAIgmCuJiSMQTAXk5ZHrWtm/yxtPw2fEbxgTrQrmD2sMmItO/sHV8+2862971LtCwVBEAT/kSgkjMFwQCG+nKXiSzwNc1FPk/gSGKVBEl9mfdYnaVSz7+MNefrbyZKOVBt5Y4tzzJuOny6XLE5ScueUnxOeQ4oAACAASURBVAP1Fy0W9+4eSaOzcqdJeiTtm1Jq0/g0A1dcxwVZfa9IWiorO0Oeiaur5yUIgiAIggYRczILkceM7FLafL516WDp4DxL4GvYy2xuZkNddPAVYFsze0TV4st34dLIdfGA7dslXYY7Z3YBXgDeI1+u84iZ7VB3IpXEl2l5UkEhvjxLFeLLdPyhwAwz6zegKPFqdsxSeAapxWjILyeY2Xby2Ic7JV1sZjen8ovjyQFmSFrRzB4xs39JegrPWHYPzeLL88jEl1K/hHJPAx/Gl27lfAfPuvXZIs5H0jdxz88L+BK9f+IxLjuoWnrYR+qzHfBU2x/Ds4ydCpya9j8KbFbM4Ei6HY9POU9SkZ77BZK8sQU/xgdcq5nZ6/K4jE3aHFMwxsyOlgfY3y7pAjMrJJgHm9kF8vivk/G02gV7mNlf+tXmQelTJRV+owWAT/XwvPREGqxqMBNmBEEQBMGcJmZOZiE2CHLIDs/zbMV51hrqAxN1Jr7cGs9Y9pyZPY+vzd/GzMaZ2QfMbe6F2b12YJIYLuLLP9BIzVtwM7NefPlzM1sxvVw/CuxS9Km1Fl+CD+buxv0bVTEiZX6Jx1Q8gQ+eNgIWpoW8UR7/8gXgayktL2b2tJmdV3dMFSnb3Cv0z9wGNfLNGo4BXgU+nvrs1TQg6xi5IPMr2edDJX1L0sKSrlNDuPjptH9Emsn6FR6DtHxFnX0SxudDwhgEQRAMM2JwEswxLMSXc4v4Mm93laSxjm7ljaNwx8yLHdRdi6R1gOlp4FhmGzzhQc7Z2dKs3Aw/Ax9gfX0AzRlLs2hyV/zevgbsYC5c3Aw4JhvcrgScYWZrm7uSmrBMwvjOkDAGQRAEw4wYnARDhRBfDlPxpTqTNNYxWPLGOvJn5UBJ9+PtO7RU7ihJDwNnAT8p7dsjm408uLTvOGAvSYv21DjPCreUpPfIU0I/b2aP4c/LT9Jzci0+IF86HfZXM7u1usYgCIIgGN7E4CQYKoT4cviKL9tKGlu0rRt544PACsoSF5RoJ1ocY2Yr4f18hqRcbngwPjD8AXB6J21P7f8XHlP0lXZlW3AB/szvRmPGbg9gSeBDacnY0zRkjC/3qyEIgiAI5hIiID4YEliIL4ez+LJW0mhmr3TQto7kjWb2iqTfAcdJ+pKZvSF3A21uZmfRoWjRzC6SZ33bCzgp2/5WmjnaS9LWZjaufGwNP8e9R73+ezoW+A3uwSmC+xcD/pH6fzPgvb1UvOC754n0vkEQBMGwImZOgiGNhfhySIsv1YWksUXbupE3/iBdxz2S7sbjQ4rr6ka0+COgL8Vz1hbDB3z5oCaPOek3cE0ZyC4GKpe9tcPMpuF2+CfMxZsAZwPrSvoLPotyXy91B0EQBMFwIySMQRAEcymrrbCmXfid2SNhXGn/pdsXCoIgCP5j0XCUMCqEfLNUyJe+hS3qaRLySVpPgyTkS3XdKJfX3Sfpt5IWlKdJPahU9lFJ7y711d2S/qCUIUqePvVVNQR6Zyhlg8r6cHL2s0XaZ5KOyc51UGrDIVnZmdnvB7S5rj6pX83+tdM5ty5tN0lnZp/nkfSMpMvVQlTY4jzbylPF3ps/N+pcNDhZPlNSXNMz6RmcLmmcpA1Lx+0s6eJ03IOl/t6wfwv7nrd1S9s2lXR5dt6WEsaiDnmw/mRJj6W2Fuce0cO9WEbSWEkPpT66UtKaWZ3PZf10bd7mcp9kn5eU9KakL5XK9T3bQRAEQRB0xlCLOelJyJf8F3/Al6RM7+RE+s8U8i0laVszaxLyybNEnUezkG8jYCQwFc9INMbMLk37aoV8qa7zgd3NbKK8ETvhy1bakffV6cD+eKwEwENmtlZ6Lq7B4wnOzvswHXcIcHS6dsP9Iq+Z2SHFSZJr5vBUfkZxzm5QtfhyWXw50Wiy5xYPYF5N0gLJbbIlKX7DWogKa867Gv6cf9LM7pM0D+5RKWgrGqyo9lwz+2qqfzPgIkmbmdm9RQFzEePWeKxKzsF4CuhemIr3VdGPu5MkjJIuxv/Oz8ZdIuDP6DuKtrZhNL60rO9epGfxYtzvsnvathawaPbcnYbHOxUm+E07ONcuNO77SVUFap4XGKAoVdI8ZjZgH08QBEEQDBWGzMyJBiDkAzCzW7P12p0QQr4GVUK+m8ys8D0si2fNKva1EvLtn+qamMqamV1gZk+3OKaKShleSjU8qWpf2t8nvsRFe4d2ed4m5DMbD0i6Afhodp4m8SWwNj4I2RPYSs2ZoMAN7Z9MvxdOkF74NnC4md2X2vFvM/tVuZC1Fg3WkmI/TqZ5wFPsGwfsiw8Gi2vvdWACnq55PUnzylMijyJJGFO9fyFL44tLHtuS/rZ2xhMH5PdiM+BNM+tz6ZjZZDMbaNro0cC3gOUk1T2XlaJU4Pk0w9LnkUmzU0tL2j7NGt2ZZnGWTvsPlXSypKuBMyquvyFhnPHcAC8tCIIgCGYvQ2ZwYiHkm1uEfKvhKW57Js2ObE6FlC+9aK4P/DHbvLGal3WNzPadAOwhaTG6RB4s/0N8ULIlsEqL4h/FU/o+BIzHvR85Y4HdU/vXwF0bvdBR/6paNHhU1kdn1x2LPwsr99i+buhWwtgpdfdiwM9mGUnLA8uYp0Q+j2ahYlvMU1ZfSpp9kic/eDQN5m8CPmJma+PPTx6k/yHg02b22Yo6GxLGhd/Vy2UFQRAEwRxjyAxOSoSQb5gK+dpQd6+K7QvIMy09izsqrsnKjMz2PWZmd2X7JpS+ke7LtmUuBTwDaBlPUsP6wHgze8bM3sAHs3Xkg9ixlAa8qb0j0vZOUv/2SivR4MFZH+3Roo6qv7NZxayQMLa8F13S7pndHR+UDORc59IY1OxO4zlbDhgnaSq+fG7V7JjL0mxrEARBEMxVDNXBSQj5hq+Qbxo+QKriWfovM1oE+Ff6vYg5eS8wH75ErOChtG8U8BFJ5aV4rfgF8N/AQq0KSXp7NrPwo7S538tpuVya6dkJ+N90r34JbKv+ssDLgKMZ2Et4q/6F1qLBTlkbuLdtqUHAupMwtqXNvWjXd1VUPbO53HE0sHc612XAminepxsmAqPkTpzP4F+MkNp+vJmtDnyJhoQRQsQYBEEQzKUMtYB4IIR8DG8h3/HAJElXmNlt6fg98X68EXdGHGlmL0naEZhSniEzsxfkmbMulfTr0r6/S/ouft87WgZkZs9JOg8foJzSotxMoC84Pi3rOjYFM7+IPzdTKsptnbZvnW07HX/R7MvSlc79gplN7TDQuoqj8ID1m9Iz8zbgG2b289K1VIoG2yFpEzzepLz0b1bSkYSxQ7ag/l6chf/78QUz+03a92FgQTO7oaa+6cB7JH3QzO6V9F5gTWCypJWAhcysb2mppB/iXyL8uNMGp38LLsZljvdmAfKL0fg726vy4Da8Y6l5I8VvEARBMKwYqjMnlVgI+Ya0kC/V9TT+cna0PJXwvcDGwItpadPxwE1pidZ+eIB1VT134pmbdq/YfQl+nzdOn8sxJztXHHMMbuDuGPMEC4fifXst9XE5o/EsUDkX4kkX8voeN7Nju2lDRZvuAr4BnJP69m48YUEVZdHgUaV+KtJf75Y+PwB8H9jJskxdA+CK9Lf4uKTzW1xTNxLGdtTeCzMzPLZjS3kq4Wn4/a2dfTWz1/EkB6emZ/YCYF8ze6HFufKlXXdlffBz6jk3nSdfOngocL6kCTRmaoIgCIJgriYkjEEQBHMpayy/pl3xjXHtCw6A5b+1zCytPwiCIJg70HCUMAbDH/Uo0pRLGq+QSwWnqYWEsHS+2SnSnCIXVG5Y2n+gpNeUZQRThbwv29dK2ndh9nnntKyx+NyJfLH4aZVRrRBbdpSad1aghnBx5WzbiLTtx9m2d6e+Ol49yDMlfU4u9Zwmly4elLbnUsopapZBjk+zfkX9hfMk7+fpki6StErpuJ6kkUEQBEEQOEMy5mSwkMeM7FLafL65hG8wzzNLBGtDGXmcxU9Lmx/Bs3p1LdIEXgeONrM/pUHCdaoQRpbaMCdEmlsDRwCbZPtH48sMdwBOa1MXtJb2rStpVWA94H+BxdJyonfgy7fWtxbyxQ7OPajIYyVWLG3+jrkTpRWFJHF3mrOKPQxshydkAO+radBfnok/M/MDn5f0+VT+/1ny8EjaFl8Ct5WZPSlPDvD/snMdbGYXyGPOTsZTeRfsYWZ/oT99/SxpNzzF9upmli+TXD/t3xtY1xqCy30kfb1U381mtj89IuntFVkNgyAIgmDYMlfPnFgm5Mt+BnVgks5TKVibWwcm4EK+8vUCT9OjSNPMXiniDlLa3jvwbGytmO0iTTyz2/PFB7lTZWE8UUGnaWRbSfuOBr5vnr75YDxl7Fp4eugDrY18sRWSPpRmCSbSnAmtXO4Lkv6cyl4oacG0/TRJJ0qaIBdTbmcuS/wF8Fc8HfYCNGeCq6p/YdxF8t/0jyl6FbhXUjHtuxuNVL1NmNn6FX9zuSD0e8BBZvZkKv9aEQhfolL42Q4zOxd/9vq5RmrKn1rxN3O3pJ8VZSTtLemX6fdLJN2eZn2+mJWZIc8SdxuwQfk8yiSMz7081/4TFARBEMylzNWDk2D2YoMk0kxLkranejYqZ3aJNIukBvfhGd3yTEyFKHMCsJKkpaoqKFB7ad95uHdnVGl7O4Hggdnyobrg8lOBA8ys3wttiYvM7MNmtiaeUvi/s30j8FmjTwInqpGqeD1gDzyL2S7Z4KKKzwB/NE8d/JxcGJlTCCuXw9Nu95IuHDqXLm6DJ1nIOTvrz6NaHDtQYeUFwI7Z5+KZBvi8mX0In2U8IM3QgqfEvjsNzm4qV2iZhPFdCy1R3h0EQRAEQ5oYnASzip5Emmm50jnAcWb2cEXZotzsFGm+mr7pXhl/kT1D6ssDvTsw1tyFcxH9lxGWaSftm4mnC+4qRTa+3Kj4Rr5fGmB5PMziWcrcM8tlMlZLsyNT8QFHLv87z8zeMnftPEzjxfyaNIP4Kt4PG7Wov50k8Y/Alml7K/HlQDlK0sOkFMOlfXtk/XlwizoGJKxMy8EelvSRNPhYCZ/lAx+QTMGXAC5PY9nZTHxGMgiCIAjmOubqmJNgjlKINMFT+H5C0r/xmZJNs3LLAeOzzycD083sF23qz0Wa0BBp/jYrMxb/Zvt0M3tLGrj43MwmSno3PiuzDP7CeE2qez78hf2ENu1eWlJhaH+PpPenl/2CM/HBybRsWyEQnNJpWyWdigsVn8SXHlWm5svLmdkn8LiZz5jZlBQ3sWlWvFyHtdlePtcSwMfxAZABbwdM0rf7DjR7Q9Lt+NK3VfFZtF4o+uz6mv0H4wOpA4DT6V7QCN5vVbEp3XAusCtwH3CxmZncg7MFsIGZvSJpPA0J42sRZxIEQRDMrcTgJJglWA8iTUmH4eK5SvdJVt+cFGmujL9QPwscCBxqZkdk+x+Ri/qqju1I2mcuuxwDfJfGi3VH8sUcM9undP4XJG2UlgLtUVcOWAT4u6R5U7ncCbSLXGq4Ih5fdD/+gr5lurev4su2Pk81OwNnmFlfpjJJN+AzLflyv2OAG8zs2QEMKo8AfpZiY56SND/wJTM7riiQBq3HAntJ2rqDQP4+JO2EP7/f6rWBiYuAQ/C4ne+kbYsBz6eBycq0ieOpY76l541Uv0EQBMGwIgYnwWzF3NZeiDQhiTRTfMEh+LfHd6QX0uPN7LcV1XQl0hyEZi+QMmaBL+PZy8xmStod2LZU9mJ8sHEbsLlcDFowjWpp31j6G8V/hw+2AJcvSirkiwviMxNXZOUPlLRn9vkzZvZoqc59gFMkvUKWQa2C/0nt/yswFR+sFNwP3AAsDexnZq+le3UTPuMzCvh9TaYr8JmjcproQljZl/3NzKbRPHPUNWZ2paSlgWvTMjwDTqkoZ2lg/G0a/XK2pFfT7/80sy3S70U/L4QLMD+eZ+rqsZ3PS7oHWCXFIoEvbdtP0l14n99aW0EQBEEQzEWEhDEIgo7IZsAuKG3fmyxlbjB0WHO5NWzc1y+bpedY5uARs7T+IAiCYO5AIWEMgrkL9Si4LNVxmTqQL0qaR9I/JR1R2vVDuVwwX2t1APBFSatnGa6eU0NyWLmsTi5dfDWVuUfSGWkpWSGxfEHNYskt0r5lJI2V9FA67kpJH0j13S1pIUnPKpNipuMukbRr9vlSeVrlvEwuWrxP0q/TEroilfLOpfL5NRQ/n2vXv0EQBEEQVBPLuoIhjUKkmfMVehBcJp8MknYEZnR4rq3w5US7Svq+OXunwOyZuKfkJnna5zeBN5JjpJBVnkMjTuLd2bK4cn8+ZGZrpeu5Bg8MPzvtm2Bm2+WNSoOii/EkB7unbb/El7i9icfC3IwnXvgMHuheZCvbiOQkSe1eB5ghaUUzeyQ7zRgzOzoNSm7EUyfXpWfuu4YW+4u234ZLI3P6pJFBEARBEMTMSTDEsRBpAiDpRHoUXKbjFwa+CRzW4SlHA8cCj9E/GHssDXnijnhAd5nXcQN7R/2Zsk9Nor0McTPgTTPr8+eY2dfM7P3AJ2gMFP6HZsHjDrhb5ZX0eSfgD6VrKTMfniHr+Zr9XWFujh+FDyhnAv/E45nGS3pY0qegbzZmgqQ70s+GafsOkq6Vs6xchNkv2l2ZhPHZkDAGQRAEw4wYnATBMGAQBJc/xjNgvUIbJC0AbA5cTrXg8jrgY2m2Y3cGwUUilzmujweCF2xcWi41ks7Fin8EPqSGuHB3/FoKCnlm1fUdmGZ6/g48YGaTac3IUjs3blF2IWB8kiu+hA8Wt8Tv549SmX8AW5rZOriU8TgAM7sYeArYH/gN8H9m9lT5BLmEcYmQMAZBEATDjBicBMHwoyvBpaS1gFHp5bYTtgP+lGYZLgR2SAORgpl4dq7dgAUqsoJ1w8g0EHgWeMzM7sr2TSjNujzUaaVm9gZwGbCz3EuzFnA1gDyD1yjgJnNL/b8lrZYdPibNviwFLCTPytaKh0rtbCX8fIPGAGwqni75zfT7iLR9XuA3cgnm+cAq2fFfw1Nvv25m+WArCIIgCOYKYnASBMOPQnD5KO4N+ZWkz+AzJctn5ZbDZ1s2wGcRHsUHFR9IsSN1jAa2SOVvB5bAZ2xyxgK/pGG775ViGdYo4CPF0qYWFGLFTjgHnzHZGbg0DQLAB1XvBB5J1ziCiqVdqfwf8dTVg8Wb1kiR+Ba+/A0ze4tGDOCBwNPAmvi9ni87/r/ScUsXgfpBEARBMDcRAfFBMMzoVnBpZs8Bv07lR6Tym1bVLWlRPHB8eTN7PW3bBx+w5Fm3JuCSw0H59t7M/i7pu/isQKvct9fj1/gFM/tNat+HgQVxL0vOn/CA+P3xGYeC0cA2ZjYxHb8iHp/zg/zgFHy/IdBuWddgsxjweBJE7oVLP5E0D3AqHtT/OTyG6OhWFc27zHyR6jcIgiAYVsQ3b0Ewl5AGIYXg8s8kwWWX1ewIXF8MTBKXAp+SG9aLc5mZHW1m/xxouzMuARbMYjbKMSc7p1mHHXAj/UOSpgGH4jNETaTZiAvxmZ8boW9wtgKZ1DBl6npR0vppUxFzcjf+Bc6vsmpPkvR4+inSEJdjTg4YYD/8CjfW3wp8AHg5bf8+vtRtAj4w2VfSBwd4riAIgiAYUoSEMQiCYC5lzeVXs3EHDnTlXT3LfHOV9oWCIAiCgJAwDjrqUYAnaUFJV8iFbtMkHdnh+aYkV0S+7TRJr0haJNt2rCSTtHT2ze1TaojkJkuar/8ZILV/cmrXFEnfVEM4V0jw7kxt77d8RCWJnaTF5fI7pc8bpLYtlz4vJpfzvU2Z0E6eSvUvWT3r5jERktZLZabLU6teIWn1tG+ltG9yuj8nt+nX9STdKOn+dF2/TffoUEkHlco+moKp8766W9If5J6MgYgETdIx2bkOSm04JCs7Ux1+Gy9pb0nHtyozK0nP4RPK4iBSm0zS5tm2HdK2nSVdnK7twVI/bdjiPEtKelPSl0rbH5V0YfZ5Z/mSt6Idb0laI9t/t3wWBUkzSnX19WXxXEg6IbvHuXTx25LOzY5dVD6jsyJBEARBEHRNxJx0Tk8CPDzg9Wgz+1MaJFwnaVszu6ruRPKlGm/D07UuZGYvZ7sfBD4NnJVeBDcDngBmFiI4SYcCM8ys5Xp04NXsmKWA3+Pr3f8v7Z9gZtvJU8veKeliM7s5le8nsTOzf0l6CvggcA++Xv/O9N/zcF/GbWktfbktS1X1izyz0nnAZ83slrRtI2AknuHoODy70qVp3+ot+nVpPPvR7mY2Ud6InYBF6o6p6asijqHwrXQlEky8Duwo6Yh8aVRyuByezjOjE7lfr0g6AZcp5hxrZqd2Wc/b8KVWf8ODx8dnu6cCX8kGYu8FXgOOSG4SJG0KHFTTT2V2wZdkjQZOKu1bV9KqZjat4rjHgUPwYPiuMbP9U1tH4DE7xbMgXEa5hZldi6cDPgVPWBDCxSAIgiDokpg56QANQIBnZq+Y2Z+gL73pHXgWpVZ8FjgTT31azl50Do0XrE1xG/a/e7y0PszsH8AXga+qNHIws1fxoOBckFcnsbsZH4yQ/jum9PmWmiYcRSkgOfFV3Abed5yZ3WRml6SPy+IvnsW+Vi9/+6e6JqayZmYXmNnTLY6pYiIVssAuRILg9+xkPDNTT0jaRy7iu4H+g4y83K/lUr5pkn6Y7fokPsB+I/3sbGanyme1TpSLAB+Q1G7QsBken/Fr+jtDJgDvBz6MB9o/jHtRvtfFpeaMBr4FLCep3M9H43EZVVwOrCpppR7PW0mKgfky8AtJ6+J+mKPMbP0KAeVU+QzsPZLukjQWGrMzRZ3FrE76KWb37pZ0tqQtJN0sn0Vcr6pNapIwdhtyFARBEARzlhicdMAgCPCAvtmG7XGJXSt2w1/gqgRx04El5RmZRuODg0HBzB7Gn4ml8u3pXO8nBRUn6iR2t9AYjLwPn6ko1hduiA9eqpgIvC6pnLJ2VXxAV8cY4HpJV0k6MPVxHZ0K/GpJsyObU5FRSp2LBAtOAPaQtFgP7VgW+CE+KNmSZhdGmUPSGs81gE3y5U3Ai2a2HnA87k8pGAFsgg9gTkzXVkfxLFwMbKe0rC1heJavrfEZv1aZuFoiaXlgGTObhP8dlmdBzgPWkTSq4vC3gJ9RP3jpmeRmGYf/XR+QvoSo47vA2ma2BrBfB9WPAo7F793K+BcXGwEHUXMtzRLGd3V+IUEQBEEwBIjBSfd0JcDr2+lpQM8BjkuDgErkaVGfMbO/4i8766iRGrbgIny2Yn38m+nBJL+OjSXdhVupLy9s1GotsbsZ2DCtuX/UzF7zQ7Qw7qeY1OLch1E9e9JonHSbPLbkWIC0BOmD+CBoU+DWiuU0nVCXGaLYvoAassB34TNjBT2JBM3sReAMoJfsTuvjpvFn0stwK0v7rpLuwJfYrUrzQOac7L8bZNvPM7O3zGw6PtuxclXFaaniJ4BL0vXchqcwzilm18qW9m7ZnYZXZSz9B+4z8Rm4ulmZ3+MulU7iQbrNFHIC8EQxS9qCu4CzJe1JZzOej5jZ1JR5bBpwXZqtyaWNQRAEQTDXEIOT7ulWgFdwMjDdzPJvp6sYDayc6n8IWBRfQpUzFk8Ze016aRkUJL0Pf8ErlqtNSN/wrg58WW4ahxYSu/Qy+058hqgIlr8d2Ad/0WoKPs4xs+uBd+CxKQXT8NiWosz6wP/gsTHFtifN7BQz+zT+wpfbvnNaCfyeTe3OWQT4V/q9iDl5Ly7F2z8r161IMOcXwH8DC7UqJOnt2ezLj9Lmfi/Q5XLpRfwgYPN0L6/A+5iKOup+rzxXYhv8XkxNz8JGlAYNaaZjNeDdaTDbK6OBvdN5LgPWlPT+Upkz8biXFcoHm9m/gWOA75R2varmpBHvArpNkfxW+mnHJ/GBzIfwuLR58Gc2/7c4vz95Sue3ss+5tDEIgiAI5hrif25dYl0K8FK5w/AXuH1b1Z0Ci3cB1jCzJ9K2zfDZhN9mbXhM0iE0S/EGhKQl8aVqx5uZ5WEnZvaApCPwl7rRtJfYTQS+DuydfT4MuLKDphye2lHMLp0A3CZpXBZ3smDW7m3wb5PflLQM7rR4oqbu44FJkq4ws9vS8Xvi/Xgj/o32kWb2kqQdgSnlGTIze0GeOetSSb8u7etUJJgf85yk8/AByiktys0E+oLj07KuYyUtAbyIPzdTKsqtiXsyXkgzXtvSHLC+G3Bk+u/EbPsu8sD/FfHleffXNG00sK+ZnZPOtxA+aF2wVO57eCB8T6RYkYXM7L+ybT/EB8U/Lral52AMvnzq+oqqTgO+TXMShBuAPYFT5Mkfdk1lBpX09728eXKMm/AlWgsDjwLbpTLr4H0+KMy79Dsi3W8QBEEwrIiZk0HCagR48jS6h+BLae5I32jXDVI+hi8NyV+ubwRWSS+j+flOypcI9cgCqT3T8Bf0q/E4hipOxLOHrUh7id3N+CxSkR54Iv6CWxcM34eZXQk8k31+Cn9xPkKecvYWfMaqSJu7FXC3pCn4uv+Di+VnFXU/jb/MHi1PJXwvsDEed3FXqvOmtERrP2oGk2Z2JzCF5kQABW1FghXHHAO8u65Patrwd1w+OBG/d5VxOWY2BV/ONQ0f/JRjfuaXdBs+mMyD8+/HX9qvAvZLy/OaSAOQrfHZmOJ8LwM34TNneTuu6mDJUytG4zEtORfSf2kXwO+o+eIlLYE7jua4qq/jmdMm48/1+WZ2Y9XxA+TteJa9qfg9GWNm/8Kv413p/F8GBjK7FARBEATDmpAwBsF/KGl51LpWsrxnM4IXzIl2BYPHmsuvYld/68xZVv/S36hbJRkEQRAEzSgkjEMD9ShvTNv/KJcjTpOndn17m3PNI+mfaQlWvn28pMeUrdWSdImkGZJWz77Vf07SI+n3yiVjapYOTpF0i0rpWVUv5KuUBEpaWy7m27q0vVJUmH3+nDzF6jR5etaD0vbTsuuYnGZbWiIXJl7eYn8r+d+EBHoeOgAAIABJREFU0rZC1rh11oYZabZmsqQzWrShEF/eL5dFbpftP1QNueY9kkaXju93/yV9WtIl2efvSXowO2wruY+nSToJnN+m7/eUp8MtBJ6/VUNMuV26himpnU19VnHddfdxvDw9b1FuhKS7K/qqSRKanrVnUj/dJ0//XdWHxc/iqT6TtH1W9vK0vWtZZBAEQRAEvRGDk1nPV4BPmNkeapY37phecKbiwfKv4YHu/6dG3MquZrYmHky8JB5X0Iqt8OU4u0p9lvYl8CD+JYEHsnMuD+4FKTJJ4XESB6fPW7Q4z0OpzJrA6WQpTdVfyNcJo/GlQOUlOoWosN+SJ0nbAt8AtjKzVfGg+RfS7veUii8oqbwkqFty+V+ZReRpbguBJgBmNi7r278Ae6TPn2txnglmtraZrYRn8TpemWEdXwq0Fp6W9yQ1p+3td//xpXR5Fq4N8CV4S5nZCDzZQdNSLzPbm/59/wFgv/T8PIQ/s09kfX8LsHRqz8nA9un5WJvmGJcmau7jZ+VLnNbF44AmqzRwzfsqnWM7Sbnr5dzUTx8FDinuT96H2U+R9KAQNTZhZjukuvalOfta7aBXDaN8/rNPXfkgCIIgCJwYnMxC1FreeFF64fkJcJqZrW5m/0OSN0Jfqlnw9fPz0T696WjcifAYKeOVmT2Lvxj/GBiXzjmGRkrWgbIo8Hz2uZWQrx/pJXpnPHh+KzX7NFqJCr+HW8WfBDCz18zsN2nfkzQGWcXPDhXn3iZ9s34TsGObpraS/+XOjcL5MWDMbDJuHP9qxb7pwCs0Zxiruv/P4MHwhfvjv/BnsJ0Ys9z3DwAnpufnSeCTZrZtOsfMlC3tfjzQfB48+xlm9nraXkfVfVynYkA3rq4Cq5aEFvueBR7EZZ3tmIL31ZYdlK1FvlzuBeBVvB8/DzwN/EDSflm5gyX9Oc1A/TDbfomk29NM0hez7TMkHZ5mpG6VJzioOn+fhPG5l5+vKhIEQRAEQ5YYnMxCbBDkjZLG4YOZl4DaGAB5lqHNcRN2lbzxOjyg/e14IHcrL0Y7RmbfoH8T+Hm2r5WQr4qP4imGH8K/Yf9EaX+dqLCdUPGo7Bvrs8s70yDoN3jg9sbAMnUVqb387wIag5vtgT+0aFe33EGFY0Se1Wm6mf0jfW51/2/B3TMr4RLPW9PneXC5359rzl3X97VizJQY4jLgr5LOkbSHsuV9FQyGGLNKElrsWwFPzZu7Zw7Mno1ykH5b106H/M3MNsA9RKfhA/CP4INNJG2V2rwenl3tQ5KKmcbPm9mH8JmjA9LsJ3i66VvTjNSNwBeqTmyZhPFdC5WzYwdBEATB0CYGJ7OPnuSNZrY1/q3v/MDHW9S/HfAnM3sF/2Z8BzXHqMzEl07tBixgZo92fQUNimVdI/ElOSdDx0K+Mrnlvp9Yz3oXFeYzJ3tU7F8ZHxRNN88KcVaLutrJ/54Dnpe0O3AvPqMxWJSfjwMl3Y/37aHZ9lb3/2Z8hmRDPLvXJFziuDZwf1UmLuis79WIWXpI0m7puH3xgdIk3LFSmyK5DVUzhfm2SkloYjd5FrqHgWNL15gv69qsqXKzCem6NmZgFKmkpwK3mdlLaRbrNXlszlbp504aA9DC2XKAPPvcrfjyy2L7G/jgE3xAN2KAbQyCIAiCIUcMTmYfvcobSS9Wl+FxBnWMBrZI9d+O+z42K5UZC/ySwVvSRWpX8Y1vWyFfTnp53gn431T+l8C2khYpFa0SFbYSKtadb1x6kS6cMZXL5CrKdSL/OxefaRiUJV0Za+MDnoIxKR5lN+CMbBlcq/t/C9ngxMxewmcTNqV/auEydX2/DjRilvCUwwsUBdL2McCW9JeI5nQjxizLEeskoeAxJ6vis2LHyB04nXI4FbEnXZLLEssixXnwQecR2SBplJn9TtKmwBbABmmG5E4aUsY3rZFecSbhqQqCIAjmQuJ/brMJ61LeKGlhYBFzsd88+IzEhHK9qb5F8YHA8mb2etq2D/7CmmfdmgAcweC+QG+Em+yhcyFfwRa4OLAv2Fku/vsMbvoGakWFRwA/k7SdmT0laX7gS2Z2XF1DS+d5B7CipJFpSdnomnIdyf/wZWzL4skOygH5PSFpDeB/qPCtmNlF8sxue0k6h9b3/57Upo3xBA3gMRr70UY22KLvj5b0aTN7PG1bIJ13YTw98fi0fS3gry1O0eo+jgf2lHRteinfC+jnSrH+ktB830RJZ+Iuk++1utbsmKsl/ZhBuo81jAN+LOlsM5uR4pjexAf3z5vZK5JWJsUO9cq8Sy8Y6X6DIAiCYUUMTuYw6eWvkDdCQ964NB5IPz8ub7ue/vEqBTsC1xcvpolL8Ze++bNzGXB0+eAeGCnPpiR8qcm+agj5+tLGmtnLKdi8SM+6d5otKriP/nE0F+IiurKc4RiywHAzuzL10bWShM+C5MuHjpKUxw6sZy7gK45/LQUbXyHpn/iSt9UqrrVO/jeWZjP5S3gmNqSqlXods7GkO4EF8VijA8zsupqyPwJ+j7/U1t5/M3tdLlpczMzeTPsnAl+kAzEm1X2/JHBVmv36F54EYRz+THxb0kl4QPjLeLKDStrcx5Px5U5TJBkeIF83wDgROEguCS3zU1yA+pP0+UBJe2b7P1NxzOF4H84S0gDog8DE9LzMwC31f8Szot2FZ167tb6WIAiCIJj7CAljEATBXMqaK6xsV3/rd4Ne79Jf/2j7QkEQBEGQoZAwBnMCDUw6ebikv0ma0cX5pqRlTfm20yS9kseuyMWQJmnpLFPTU2oW8s1Xc46ZaX8hHPymUgYqtZABZsdfKmli9nlxSc+mmQIkbZDatlz6vJhciPm2dC07p+3jJf0lq2ddSeOzz+ulMtMl3SHpCkmrp30rpX2T0/05uYO+bZJpSton66s3JE1Nvx8pFx+aMieLpB3Stp1bnGPedPx0uYhxktx9Qvk5UCbyVAshpZolnFNKbRqvhgxzsqQLsvpekbRUVnaGpCW6fV6CIAiCIOidWNY1zJB0Ap5+N+dYMzt1kM+zOv2XVr1uZuu3OfQrwLZm9oiapZNFve8C/g9PEGDA7ZIuM7Pn8RS8x+Ppbjtp4wfxAfbHJC1kZi9nux/EEwiclV6uNwOeAGamAG7kxvMZZtZuqdur2TFL4UupFkvXAR6YvZ08ne+dki42s5tT+cXx4PEZklY0s0fwTFkLAvdIeh0XZL6AB6yfh8cZ3GZmb6n/ErGlJG1rZleV+mLpdOxnLckBJW0EjMQzRh2HB9Nfmvat3uqC1V+mOT49Y6em/Y8Cm5nZP9PnvdN5RuNpq8Hjcqak/YfQXyJ6Pu5FWRZYLS0/WxrYpFXbMsaY2dHy5AS3S7ogW7Z2sJldIGkzfHlYnsBgDzP7S7/aPNj+W3jsCtDnSal8XuTm+PIysu9YCydLEARBEASticHJMMPM9p9N55lKeinrFDVLJ0/BBx8XAh/Oim0NXJN8GEgqpJPnmNmtaVunp/wsPoD6IPApmgP9z8EzWp1FIyvVtt1cTxVm9g95rMqf08tqvu9VeSxOLgPcCR90PY2/rB9hZuPkQdqTzOy3ki4ELqExOKkTIwIchXs4ript/ypwumXWcjO7Kdu/LJ4Zrtg3tc2lFjLNc/EBx/g25cETLmwsd9vMD4zCA+8xs8PxOI4+5HFKfwNWLOJlzOxpuswmZ2bTJRVCyn+Udk+kQs5Ywyl4XNRPi+ezzXmrxJ4jJN2HxzB9BB+cnQr8EFgKHxhNkieL+CWeaWwe4FAzu1TSCPyZLrKjfdXMbpFn8ToUH0AVbpg9s+xdeRu+iMcTsdw7Kz2NQRAEQTBkiWVdwaBhgyCd7JLd8JfnKunkdGBJeRa03KUyYMzsYfxvZ6l8u6plgIWUslKMmH5/Hz6LUKzD3JD6FL8TgdfTjEBOrRgxMQa4XtJVkg5MMzqt6FamCT4YvRYfgH6ahuujjlHAY8mn0jMqCSlLbIMP/HLOzpZmHZVtn4EPUL4+kPbg13UsLrhcGR9Eb4Q7X76fyhyCJzH4MP73clQasPwD2NLM1sGf7zz73Nq4V2gV/JmpDPywXMK4cLvbHARBEARDixicBLOKnqSTnSLpw8AzZvZXfBnROmqkYy64CJ+tWJ+aNMwDIL+OShlgWqI0CrjJzB4A/i2pyAh2M25pXxF4NLlsJE/F+yFcYFhHW4u5pNtSbMmxAGlJ1gfxQdCmwK3KMrmVju1FplkwFu/z3Rl85ws0Pyt1Qkrwl/2H8Zmzn5T27ZH5RQ4u7TsOT8+86ADa+EjyvLyFe1yuSzMcU2mIE7cCvptm2sbjLpMVgHmB30iait+rVbJ6J5nZ46neyYSEMQiCIJgLicFJMKvoWTrZIaOBlVP9DwGL0l/2V6T7vSa90A0Kkt6HS/CKb+rrZIC74UuNHkntHIG/tGNm09O+7fHZEPClOvvgL7e1SQHM7Hr8ZTZ3YPSJEVOZ9XFHymLZtifN7BQz+zTwb6pTJ0OXMs1S2yalet+dBmSteBBYQf2lmwWvloLOyxLGOiElwMH4wPAHwOmdtD21/194TNFX2pVtQVm6mAsZi6W0AnbKBkkrmNm9wIH4EsA18b+h/PrzekPCGARBEMyVxP/cglmCdSmd7KbuFKy9C7CGmT2Rtm2Gv4gWVnfM7LEUiH1tZUU9IPd7nAgcb2aWx8dUyABHA9uY2cR07IrANTRmPSbiS4j2zj4fBlzZQVMOT+14OH0+AbhN0rgs7qRPfilpG/wb/DfltvQl8AQBVdTKNM3slQ7a9j3gtXaFkmjwd8Bxkr5kZm9IWhbY3MzOAm7A3R+npGQDu1IhjbRMSAmclG1/K80c7SVp6y4C1X+Oe4dm5b+P44CvSfpaeo7WNrM78UHh46nte+GOo56Zd6mFI+1vEARBMKyImZNgtpICjQvp5J9J0kkAST+T9DiwoKTHywHnGR8DnigGJokbgVXSy21+vpPMDfADYYEUnzANH+hcjQc4V3Einj1sRXyZTp9EL2XqelFSkfHsZnwWqcgcNRGPJWgrRjSzK4Fnss9P4TMIR0h6UNIt+IzV8anIVsDdkqbgL8YHF8vPctSQaV6R1f0yHuC9fbl8TduuMrN+JvcafpCu4x5Jd+PxIcV1fR3YMS19uhU438xurK6GHwF9KZ7/f3t3Hm9nVd1//PMtAcMMAkE0TEoKAhGwCPzUUsIgAZGpCEnjwKDgr06kBcSCGpSIMsigQFFmxaCGAMG2DIUg1L4YEgmEQSAgRCBlHoxJI8PqH2uf3CfnnnOnXHLvPef7fr3y4p7n2c+wz3NJzj57r7Uq9xLkgK86qKnGnHQauJYMZFeTQf1vl++QS7juK/2uFfQ8jxxM3QH8NVnE0szMrG24CKOZWYvadqPN48Zjz+/Xc4748q79ej4zM2sPchFGs+a0bMUir1cW93tA0r8q67l0da1hkl4oS76q22+VNE+VtWGSrlEW/xtd+Xb/JXUUFWy4RK2ksF2kjqKE/1qdRSgZuv5X0prl9YhyzndV2pwn6XhlYcmQdERl33Zl2zHldbXQ4ewyU1MrlPiWpA9Ujr2/3N+dpe08Sc9Xjt2kSZ9Wk3SBpMfKe32bpB3Lue6vazupyb01K8J4r6S71REfhKQn1FFYcrakcyrne1olgYCkdUvbXj0jMzMz654HJzaoSTqh8gGw9ueEfjj1PwJ7R8SEMrg4g1xCc1q5xhyyeN9YYAfgW+qIkzk4IrYhA7/Xo3NxwXofAx4GDq4ORIpXKClhlel9N4CsQ1ILliZT8h5bXu/exXUeK+0/QGZ52r+ybzy5jO6Acv7nyPorD5b+PkwG49eC7OeQy8RqlhRUrKjd07YR8eHK9qfIVLlVF9B5mdTXyrFPNOnPhcBLwKiI2IqMzVm3Sdt6x5b34mg6p7OeUJ7feWTdmKoxlT59pbL9TeDwyuu/onORUsh4ma6ekZmZmXXBgxMb1CJicuXDYu3P5O6PbE5LF4ucCHyZrJcyjY4Ptd8FLo2IxyKr19eKRVKpyzGMzKbU3drI8WTdi3ksnWELOlLvAhxY7mGZRMQbZNzKZgCS3gesRsZ3VLNuHU0OmiYCLwJ7RkRtQDMPGC5p/TKgGkvnwo/N/BrYStLmlW1HVQZb3wR+0VWAernnHYETa5nWIuLxiPi3Zsc00VURxt4UaDyLTF1cC5J/q/o7SccA8sVmJ5C0QZn9mV1mk/62bF9QaXOQMoFEbcbmfEkzJD0u6e8kXayc8bu0i+scKWmmpJkvLnilh90zMzMbHDw4sbbTH8UiJd1AphL+EzC12bWUWaZ2Iz+wNyoWeTMZQL8COUj5Re971Omaq5Rr1qrA1woq3g5sLmkEZDYr4P8DVwGPNAg2n0rOCn2YLPC4uG5/bZZptsryuOIt4FQ6Cg72xVbA7AZ1cnqrURHGrvbNqPRpYmX7PDIpwKeX4V7+AbihDGa2IWuVdGdtYFdyAHkdWUxzK2B0dUlaVbUI4zouwmhmZkOMUwlbu1tSLLJuxVWXxSIjYk9lXY0ryA+PNzU5/z7AjJI29yrgG5ImVj50v0l+6D0EWDkinui88qvH3qfMbBXAtRFRm+kYBxxQ0tNOIwcc55Z+zC7xG+c1ON8vycHSFuTg5sN1+4+NiGYDs58DJyizlvW3ZjNV1e2nSToVGEHn2aorlOmRV6BSG6YYU7J1NfJdcoakt7M3NXeTaZFXJAtc9mRwcl1JNTwHeDYi5gAoM8dtQs8GOGZmZkOGZ06s3fW5WGRkVffpwH5dnH88sHs5/yyyvsiYujZXAj8kBwPL4rGyzGi7iJgEUALTRwE3lXsYR+fZm7fKn6WUVMOvA3uQMzw9VpaWnUHWfOmLB4BtVJcauHiRnFGoqi/Q2FURxgnApuQA6tye3lBEzCUHAwf39Ji642+jpMEGfirpM7VdlWbD6w6rFnCsL+7oL5fMzKzl+B83a2u9LRYpaTVg9YiYX+IP9iaXS3UiaQ2yuvqGEbG4bDuMHBxUMzrdDpxCzk70t/HApIhYkimsZJXaOCKe7MHx3wRGNJhZ6olLyfoizSrANxURj0maCZwk6Ztl9mAUsGVEXCtpvqTdIuLm8qzGknE91XM0LcJYilGeCDwm6f2R1dl7YjJ9nDmRtDFZn+cnZebmg8DlwLOS3k/G/xxALhXsF8NGrO7Uv2ZmNqR45sSsgS6KRa5KBtLfR2aveo7O8So1BwK31AYmxbXAvrW0tOVaERGnd7GcaFmMIwsKVl1NRxB+lyLivyOiWcxGNeZktqSV6o79C3AOubSqLz4HvAuYW5Y1/YSO2avPACeWZWy3ACc1KrbZpAhjbd8icnbnmMrmaszJ5Q2OeYCMv+mLXYDZku4B/p6OwdTxZEzSLcD8Pp7bzMysJbgIo5lZi9p2o1Fx43Fnd9+wF0Z8ae9+PZ+ZmbUHuQijWXPqYxFGSatI+jdJv1cWBvxeD693r6QpddsulbRQ0uqVbWcrix2uX/kG/3+URQAbzlBUjn2zkqb2VyVrV23fAeW8W5TXw0sfRlfaHKcs3rhJafudyr51Jb0u6Ufl9aS6e5otaS11FHD8ROXYX5ftV5d2cyW9WjmuPtC+dtyKkr5X3v/7Jd0laa+yb0Fd20Ob3NuDksZX2vWkQGPtvqZWzrdQJctZ7fqS1untMzIzM7OuOebE2tU/AntFxB+UaXy/DyyJSShxDN8iA+YDmCVpOhmUfHpEzCgfQG8uH5j3oRRTrDg7Ii4p8QR/RaYMXjUi/lxpM5cMqP+ZMvh7DBkw/WZJOYukScCCiDi9DCbu0tLxH4sjYkdgUeWYK4AvAD8obcaTWcHGkTEo/yvpaDIBwM7Au4GjSn/XBB4vffpGOf6TZJB61ZkRcXp1Q7mvWhHG66r7IuKA0mYX4JiI2Ke8vlOVZW7Fp8nA9Q2ArSNisaT1gb+jZ84s79co8tlNjYjXy75jI2KqpDFkoc1RleMmRMTMBud7AfhnKgH+paZJb5+RmZmZdcGDE2s7WroI48Xk4OMq4EOVZnsCN5U4EyTdBIyNiCnADMiYCkm/A0ZGxBe7uOQ/kNXE3w/sy9KB71PINMI/I2MSfgvs1exEJZVsw/oWdW4nK8WjDOL/CDnwmQ5MKue6XtLhZPzGx8lBy8uS1gQWAQ9J2r58WD+EzCb27h5c+15gRUl7RESzFMvVPnX60F5mfT4PbFqL2YmIZ+llRrOIeFTSQjK713N1u3tThPFi4FBJ36/9TnRxzYbPSNImwPXkIHEn8n26BDiJjMuZEBF3SdqBTHG9MvkcDouIhyX9EzlQO7wMgKYAO0TEwrrrHAkcCTBy7fV62D0zM7PBwcu6rO30RxFGAElrAZ+g+zS7h5D1QhoVYXwUWE+ZFWw8mVZ4mSiziO1FRxHG/YHrI+IR4CVJ1doeR5MZqNaLiJ/WnepKYJykkWQ9lmfq9k+sLGOaUbfvZDKNb19tBsyLiNeW4RyUvj4aEfUDE2hchPGKSp9Oq2xfQA5Qvros90P262xy4LgFOXD9KBmUXyta+Xtg54jYjsyW9t2y/SxgM0kHkIOao+oHJlBfhHHNZbxdMzOz5cszJ9bu+lSEsQwApgDnRMTjzU4u6UPA8xHxpKSnyCJ8a0fEy5Vm08jlVjuSS6v6amVl9irImZOLys/jyX5CDjjGUzJORcQzkm4hs0XVu57MWPYsjSvXd1rWVRMRt0tC0t/2qSd9U83uMVHS58kZsrF17boq0NhsWRdk5rHZks5Yhnv8Q10hxZsrRRY3KW3WBC4rS9ICWBGWpEY+FLgPuCAifrsM92FmZjYoeXBi7a5WhBFgXWBvSW+QMyW7VNqNBG6tvP4x+Y38WXRtPLCFsgAiwBpkGtkLK22uJAcLl5UPoH3qCJWYkxpJ65AV7LeWFGRV9JB0XHSk6mtWhPEvkmaRsRZbkbNEvTGZjD15o5fHQcbibCRp9YhoVPdjkaSVSrpi6FyEsRZzciBwuaT3laKZkAUapwFfIQs0/k1PbigiXpH0czJeqa/qCylWiyzW/j7+DjAjIg4oS8FurRwzipzF6cnyOjMzsyHHgxNra70twljanUx+u/25rs5dAtw/CXwgIp4u28aQy52WDE4iYp6kE1i6MGN/OQi4PCKWzMhI+g25lKhh8cg6ZwC/iYgXeztoiogblRm/ev1BOiIWSroIOEfSUWWgtAGwW0T8DPgN8ClyJmplsmp7o1om05SZ1j4LXFDZ3rRAYzd+QNa9eTv/7lyTTIoAcGhtY4kFOpusMv8jSQdFxNSuTjRsxJpO/WtmZkOKY07MGmhWhLHEX5wAbAn8rsQmNBuk7ExWBH+6su02YMvyQbt6vQsaFRHsB+PpXITxKjLWoVsR8UBEXNZkdzXmZHb5lr/eZHLWqS9OBJ4HHpR0Pxkf8nzZ91XgwLKM7Q7gVxFxW5PzfBv4pzJYXKJJgcZqzEmnwWIplHk1UJ9drD+dCpwi6bfkTFfNmcB5JXboCOB7qqQ3NjMzawUuwmhm1qK23WizuPFrp/brOUd88cB+PZ+ZmbUHuQijtQP1sZhi2X69shDfA8rigys0ukal/TBJL0g6pW77rZLmqbLuSdI1ykJ9oyvfxL+kjgKADZdwKQsg3l9+blrQsPy8j6R7Sh8elHSUpBMq13uz8vNXmlxvUrnGZpVtE8u27cvrJyStW36OakC4pGOUNT6avWc9LYg4W9J/V/aNVRZd/H3Z9wtJG1Xe7+0rbevfs0bB/UhaT1lI8qi67U9ImiPpPkm/kbRxZV+Xz1BNClk2ez/MzMysa445saGuT8UUS7asgyPitTKomErGh3SVyvdjwMPAwZL+JZaedlwJeETSn8mlOO8FhlVrXqgjpqXLOIE69QUNVwQuVFZI3wp4BHgd2A1YIyIeJpdSIWlBfYB8E3PIbGEnl9cHAQ82abuYXE51Slni1BNdFkQkiy1uCqxSlmkNB1YHdo+Ih0pf9iWzWc3r4TUb+SS5BGw8lfiTYkxEvCDpJHI52edrO7p6hpLG0rmQ5R7qyJpWtVsp3GhmZmZNeObEhiwtXUxxIvBlMp6iWtNiSTHFMiC5iZJatlJDYxg5uOhujeN4MiB5Hp1T0J4D3FAGA2eScQ6vs+zuBV6VtEd5/ToZiL8r8DKwfURsGxHzy8CkL64hq9Qj6b3Aq3TEdtR7g8xUNrG3F4mIR4FaQcTq9gNKH7Yt79/dwIm1gUlpM72LmJKeGk9mHhspqVnxxd4UZiQirgfmk4UszyQLWT5e7U+lX6PLzMwvJT0i6XuSJpQZojmS3gcg6ROS7iyzYv8paf2y/RxJ3yw/7ynpNtXF0ZR9R0qaKWnmiwte7cXbY2ZmNvA8OLEhqz+KKUq6gRzM/ImcPWlImRFqN7IeSKNiijcDO5fZm3E0rgvSV50KGpaA/enAk5KmlA+5ff3/+TXgj5K2JvvV3b2fC0xQZo/qMTUuiHhaZcnUFWXbVpQ6LP1F0obAuyLiLvJ35ZAmTRsVZuxOV4Us621DBvOPBj4N/HVE7EBmb/tyafNfwE6lCOOVdATsHw8cosz4dg5ZOb5RCmgXYTQzsyHLgxNrFUuKKdZt77KYYkTsCWxAZl/atYvz70PWnlhIzs4coKVjVN4kP1QeAqwcEU/0ugdNRMTtQKeChhHxOXLAdBdZYfziZbjMleSgan86Z/eqv5/XgMvJOiE9MVHSw8CdwKS6fcdWZhcm1B8oaZ0ycHlE0jG1W2h0W93cwzhyUAIdhSirZkh6Dtgd+Hk351r6whHPALcA5/eg+d1llmsx8BhwY9leLcI4ErhBWZjxWHKwRvnd+zw5+/ejtym7m5mZ2YDy4MRaRa2Y4hNkzMR5kvYnZ0o2rLQbSc62LFGK802nLG1qYjywezn/LGAdcsam6krgh3R8CO5PtYKGS4mIORFxJrAHWdyxr64jv8mfV1nu1pWzyHS2q/ag7ZkRsTk5cLtc0vBu2j8AfBAgIl4sS6J+DKxW9r/I0kt/cPICAAAIvUlEQVTD6gswNjIeOLQ8v+nANiUGpmYMsHG59re77VFnDQtZNtCTIow/JAcfo8kYlur7NZrsv4swmplZS3JAvLWE3hZTlLQasHpEzJc0DNibJkUJJa1BFi3csHzjjaTDyA+81axbtwOnkMu++lV9QcNy/9tHxK2lybbAk8tw/kWSvkYG2Pek/UuSfkkOUHo0Y9OsIGIDpwJXS7qjEneySmX/rcCnJP1nSUrwWWBGs5NJ2hxYNSKqy/lOImdTvlO5v0WSjgbmSDq5LJ0bCNUijNXschuTMTPbAf8u6ZqIuLOrEw0bsZZT/5qZ2ZDiwYm1tPIhulZMETqKKa5PBtK/g8yudQud41VqDgRuqQ1MimuBU8vxtWsFcHq/d6LD5HJdyOVqx0m6AFgE/JlKNfG+iIiuMpU1cgbwpV4e823g55J+Ul6fJqkaT7NDRMyR9FVylmV1cqZgHpl1DXIWZQvgXkkBzAS+XjnHbpKeqrx+gMaFKK+kMjgBKIPVKcAX6/ctR5OAX0l6mswutmnJKHcRcExEPCPpCOBSSR8qM38NzZo1a0FZUteu1qX7WbVW1u79B78H7r/7P5j6v3H3TVyE0cysZUma2ZOCV63K/W/v/oPfA/ff/R+K/XfMiZmZmZmZDQpe1mVWIelc4CN1m8+OiEv6+Tqjgfq0s4sjYsf+vE7leieQRQirfhURk4fC+YeS5f1szczMWomXdZmZtShJR0bEjwf6PgaK+9/e/Qe/B+6/+z8U++/BiZmZmZmZDQqOOTEzMzMzs0HBgxMzMzMzMxsUPDgxM2tBksZKeljSXEnHD/T9vB0kbShphqSHJD1Q6uMg6Z2SbpL0aPnv2mW7JJ1T3pP7JH1wYHvQPyStIOkeSb8urzeVdGfp/y8krVS2v6O8nlv2bzKQ990fJK0laaqk35ffg//XTs9f0sTyu3+/pCmShrf685d0saTnJN1f2dbrZy7ps6X9o8oCwUNCk/6fVv4fuE/S1ZLWquz7eun/w5L2rGwftP9GeHBiZtZiJK0AnAvsBWwJjJe05cDe1dviDeCfI+L9wE7AF0s/jwdujohRwM3lNeT7Mar8ORI4f/nf8tviq8BDldffB84s/X8ZOKJsPwJ4OSI2A84s7Ya6s4HrI2ILYBvyfWiL5y/pPcBXgO0jYmuyoPA4Wv/5XwqMrdvWq2cu6Z1kYd8dgR2Ab9UGNEPApXTu/03A1hHxAeARSmHi8vfhOGCrcsx55cuMQf1vhAcnZmatZwdgbkQ8HhF/Aa4E9hvge+p3ETE/In5Xfv4T+cH0PWRfLyvNLgP2Lz/vB1we6Q5gLUkbLOfb7leSRgIfBy4srwXsCkwtTer7X3tfpgK7lfZDkqQ1gJ2BiwAi4i8R8Qpt9PzJkhArSxoGrALMp8Wff0TcBrxUt7m3z3xP4KaIeCkiXiY/3Nd/4B+UGvU/Im6MiDfKyzuAkeXn/YArI2JxRPwBmEv++zCo/43w4MTMrPW8B/hj5fVTZVvLKktUtgPuBNaPiPmQAxhgRGnWiu/LWcBxwFvl9TrAK5UPKtU+Lul/2f9qaT9UvRd4HrikLGu7UNKqtMnzj4ingdOBeeSg5FVgFu3z/Kt6+8xb6nehzuHAf5Sfh2T/PTgxM2s9jb4Nbdm88ZJWA64Cjo6I17pq2mDbkH1fJO0DPBcRs6qbGzSNHuwbioYBHwTOj4jtgD/TsZynkZbqf1mGtB+wKfBuYFVymU69Vn3+PdGszy35XigLIr8BXFHb1KDZoO+/BydmZq3nKWDDyuuRwDMDdC9vK0krkgOTKyJiWtn8bG25Tvnvc2V7q70vHwH2lfQEuSxjV3ImZa2yzAeW7uOS/pf9a9J5ecxQ8hTwVETcWV5PJQcr7fL8dwf+EBHPR8TrwDTgw7TP86/q7TNvtd8FSlD/PsCE6ChiOCT778GJmVnruRsYVbL2rEQGRE4f4Hvqd2W9/EXAQxHxg8qu6UAt+85ngWsr2z9TMvjsBLxaWwoyFEXE1yNiZERsQj7jWyJiAjADOKg0q+9/7X05qLQfNN+W9lZE/A/wR0mbl027AQ/SJs+fXM61k6RVyv8Ltf63xfOv09tnfgPwMUlrlxmoj5VtQ5KkscDXgH0jYmFl13RgXMnUtimZGOAuBvm/Ea4Qb2bWgiTtTX6LvgJwcURMHuBb6neSPgrcDsyhI+biX8i4k18CG5Ef4D4ZES+VD3A/IgNfFwKHRcTM5X7jbwNJuwDHRMQ+kt5LzqS8E7gH+FRELJY0HPgpGZvzEjAuIh4fqHvuD5K2JZMBrAQ8DhxGfvHaFs9f0knAIeRSnnuAz5GxAy37/CVNAXYB1gWeJbNuXUMvn7mkw8m/LwAmR8Qly7MffdWk/18H3gG8WJrdERFfKO1PIONQ3iCXvv5H2T5o/43w4MTMzMzMzAYFL+syMzMzM7NBwYMTMzMzMzMbFDw4MTMzMzOzQcGDEzMzMzMzGxQ8ODEzMzMzs0HBgxMzMzOzbkj6gqTPDPR9mLU6pxI2MzMzM7NBYdhA34CZmZnZQJD0DWAC8EfgBWAW8CpwJFnYcS7w6YhYKGkSsCAiTpd0K1nscwywFnBERNy+/Htg1nq8rMvMzMzajqTtgb8nK6YfCGxfdk2LiA9FxDbAQ8ARTU4xLCJ2AI4mq3SbWT/wzImZmZm1o48C10bEIgBJ15XtW0s6mZwRWQ24ocnx08p/ZwGbvI33adZWPHNiZmZm7UhNtl8KfCkiRgMnAcObtFtc/vsm/rLXrN94cGJmZmbt6L+AT0gaLmk14ONl++rAfEkrkvEoZrYceaRvZmZmbSci7pY0HbgXeBKYSQbDf4MMdn8SmEMOVsxsOXEqYTMzM2tLklaLiAWSVgFuA46MiN8N9H2ZtTPPnJiZmVm7+rGkLcm4kss8MDEbeJ45MTMzMzOzQcEB8WZmZmZmNih4cGJmZmZmZoOCBydmZmZmZjYoeHBiZmZmZmaDggcnZmZmZmY2KPwfenn/e2yx3cUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f332935d400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pltImp(imp[imp.feature.str.startswith('f40')], y='feature', n=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 20/20 [00:00<00:00, 72.19it/s]\n"
     ]
    }
   ],
   "source": [
    "files = ('../feature/train_' + imp.head(99).feature + '.f').tolist()\n",
    "X = pd.concat([\n",
    "                pd.read_feather(f) for f in files\n",
    "               ], axis=1)\n",
    "y = utils.read_pickles('../data/label').TARGET\n",
    "\n",
    "X.replace(np.inf, np.nan, inplace=True)\n",
    "X.replace(-np.inf, np.nan, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['f001_EXT_SOURCES_mean', 'f001_EXT_SOURCES_sum',\n",
       "       'f001_ORGANIZATION_TYPE', 'f001_EXT_SOURCE_3', 'f001_EXT_SOURCE_2',\n",
       "       'f001_goods_price-d-credit',\n",
       "       'f101_approved_AMT_GOODS_PRICE-d-total_debt_mean',\n",
       "       'f001_credit-d-annuity', 'f001_OCCUPATION_TYPE',\n",
       "       'f001_EXT_SOURCES_prod', 'f001_CODE_GENDER', 'f001_PAYMENT_RATE',\n",
       "       'f105_approved_ratio', 'f001_goods_price-d-annuity',\n",
       "       'f001_NAME_EDUCATION_TYPE', 'f105_future_vs_past_max-d-income',\n",
       "       'f106_NAME_CONTRACT_STATUS-Approved_appref',\n",
       "       'f105_prevapp_future_payment_13m', 'f001_maxwell_feature_1',\n",
       "       'f101_approved_AMT_CREDIT-d-total_debt_mean',\n",
       "       'f001_DAYS_EMPLOYED-d-DAYS_BIRTH',\n",
       "       'f001_DAYS_LAST_PHONE_CHANGE-m-DAYS_EMPLOYED',\n",
       "       'f105_prevapp_future_payment_12m', 'f001_goods_price-m-credit',\n",
       "       'f001_AMT_GOODS_PRICE',\n",
       "       'f101_approved_AMT_GOODS_PRICE-d-total_debt_max', 'f001_EXT_SOURCE_1',\n",
       "       'f108_PRODUCT_COMBINATION', 'f001_OWN_CAR_AGE-m-DAYS_EMPLOYED',\n",
       "       'f001_EXT_SOURCES_2-3', 'f001_DAYS_ID_PUBLISH-m-DAYS_BIRTH',\n",
       "       'f105_past_payment_sum_max-d-annuity', 'f001_age_finish_payment',\n",
       "       'f101_refused_AMT_GOODS_PRICE-d-total_debt_mean',\n",
       "       'f001_NAME_FAMILY_STATUS', 'f001_goods_price-m-credit-d-income',\n",
       "       'f001_DEF_30_CNT_SOCIAL_CIRCLE', 'f001_OWN_CAR_AGE',\n",
       "       'f106_CODE_REJECT_REASON-XAP', 'f001_OWN_CAR_AGE-d-DAYS_BIRTH',\n",
       "       'f001_EXT_SOURCES_std', 'f001_DAYS_EMPLOYED-m-DAYS_BIRTH',\n",
       "       'f001_FLAG_WORK_PHONE', 'f001_DAYS_BIRTH', 'f105_future_vs_past_max',\n",
       "       'f001_alldocs_kurt', 'f001_REGION_RATING_CLIENT_W_CITY',\n",
       "       'f101_approved_DAYS_FIRST_DRAWING-d-app_DAYS_BIRTH_min',\n",
       "       'f101_active_AMT_CREDIT-d-total_debt_mean',\n",
       "       'f101_active_AMT_GOODS_PRICE-d-total_debt_min', 'f001_EXT_SOURCES_1-2',\n",
       "       'f001_DAYS_ID_PUBLISH', 'f001_building_score_mode_mean',\n",
       "       'f101_active_AMT_GOODS_PRICE-d-total_debt_mean',\n",
       "       'f001_REGION_POPULATION_RELATIVE', 'f105_prevapp_future_payment_1vs6',\n",
       "       'f101_active_AMT_CREDIT-d-total_debt_min',\n",
       "       'f101_refused_AMT_GOODS_PRICE-d-total_debt_max',\n",
       "       'f001_annuity-d-cnt_adults', 'f001_DAYS_EMPLOYED_PERC',\n",
       "       'f101_completed_DAYS_LAST_DUE-d-app_DAYS_EMPLOYED_min',\n",
       "       'f101_approved_DAYS_LAST_DUE-d-app_DAYS_EMPLOYED_min',\n",
       "       'f101_approved_AMT_ANNUITY-d-app_AMT_ANNUITY_max',\n",
       "       'f108_app_AMT_GOODS_PRICE',\n",
       "       'f101_approved_AMT_ANNUITY-m-app_AMT_ANNUITY-d-app_AMT_INCOME_TOTAL_mean',\n",
       "       'f106_NAME_CONTRACT_STATUS-Refused_appref', 'f108_app_DAYS_BIRTH',\n",
       "       'f101_approved_AMT_CREDIT-d-total_debt_var',\n",
       "       'f101_approved_amt_paid_sum',\n",
       "       'f101_refused_AMT_CREDIT-d-total_debt_mean', 'f001_DAYS_EMPLOYED',\n",
       "       'f001_FLAG_DOCUMENT_3', 'f106_NAME_CONTRACT_STATUS-Refused',\n",
       "       'f101_approved_NAME_CLIENT_TYPE_New_mean',\n",
       "       'f101_completed_DAYS_FIRST_DRAWING-d-app_DAYS_BIRTH_min',\n",
       "       'f001_alldocs_std', 'f101_approved_AMT_ANNUITY-d-app_AMT_ANNUITY_mean',\n",
       "       'f105_DAYS_DECISION_max-m-DAYS_BIRTH', 'f001_NAME_INCOME_TYPE',\n",
       "       'f001_DEF_60_CNT_SOCIAL_CIRCLE',\n",
       "       'f106_NAME_CONTRACT_TYPE-Cash-loans_ref',\n",
       "       'f101_approved_DAYS_FIRST_DUE-m-app_DAYS_BIRTH_max',\n",
       "       'f101_approved_DAYS_LAST_DUE-d-app_DAYS_REGISTRATION_min',\n",
       "       'f101_approved_AMT_CREDIT-d-total_debt_min', 'f108_app_DAYS_ID_PUBLISH',\n",
       "       'f001_REG_CITY_NOT_LIVE_CITY', 'f108_AMT_CREDIT-d-total_debt',\n",
       "       'f001_DAYS_ID_PUBLISH-d-DAYS_BIRTH',\n",
       "       'f101_approved_AMT_GOODS_PRICE-d-total_debt_min',\n",
       "       'f106_NAME_YIELD_GROUP-high_app', 'f105_past_payment_sum_max-d-credit',\n",
       "       'f101_approved_DAYS_FIRST_DRAWING-d-app_DAYS_BIRTH_max',\n",
       "       'f101_approved_AMT_ANNUITY-m-app_AMT_ANNUITY_mean',\n",
       "       'f101_completed_DAYS_FIRST_DRAWING-d-app_DAYS_BIRTH_max',\n",
       "       'f101_approved_DAYS_LAST_DUE-d-app_DAYS_ID_PUBLISH_min',\n",
       "       'f106_NAME_CONTRACT_STATUS-Approved',\n",
       "       'f101_approved_AMT_DOWN_PAYMENT_max', 'f101_approved_cnt_unpaid_var',\n",
       "       'f001_alldocs_skew'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7741dce1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X.iloc[:,1].plot(kind='kde')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f778b31ef60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature_vs_y(X.iloc[:,2], y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prev"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbe2cad4940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imp = pd.read_csv('LOG/imp_803_cv_lgb_prev.py.csv')\n",
    "pltImp(imp, y='feature', n=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "files = ('../feature/train_' + imp.head().feature + '.f').tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['../feature/train_f105_DAYS_DECISION_max-m-DAYS_BIRTH.f',\n",
       " '../feature/train_f105_approved_ratio.f',\n",
       " '../feature/train_f105_future_vs_past_max.f',\n",
       " '../feature/train_f101_approved_AMT_ANNUITY-m-app_AMT_GOODS_PRICE_min.f',\n",
       " '../feature/train_f105_prevapp_future_payment_13m.f']"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "files.append(  '../feature/train_f001_DAYS_BIRTH.f' )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 20/20 [00:00<00:00, 103.84it/s]\n"
     ]
    }
   ],
   "source": [
    "X = pd.concat([\n",
    "                pd.read_feather(f) for f in files\n",
    "               ], axis=1)\n",
    "y = utils.read_pickles('../data/label').TARGET\n",
    "\n",
    "X.replace(np.inf, np.nan, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbe2c81f4a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature_vs_y( X.iloc[:,-1], y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbe2c8f5080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature_vs_y( X.iloc[:,0], y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>f105_DAYS_DECISION_max-m-DAYS_BIRTH</th>\n",
       "      <th>f001_DAYS_BIRTH</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>f105_DAYS_DECISION_max-m-DAYS_BIRTH</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.992582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>f001_DAYS_BIRTH</th>\n",
       "      <td>-0.992582</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     f105_DAYS_DECISION_max-m-DAYS_BIRTH  \\\n",
       "f105_DAYS_DECISION_max-m-DAYS_BIRTH                             1.000000   \n",
       "f001_DAYS_BIRTH                                                -0.992582   \n",
       "\n",
       "                                     f001_DAYS_BIRTH  \n",
       "f105_DAYS_DECISION_max-m-DAYS_BIRTH        -0.992582  \n",
       "f001_DAYS_BIRTH                             1.000000  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X[['f105_DAYS_DECISION_max-m-DAYS_BIRTH', 'f001_DAYS_BIRTH']].corr('spearman')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "remove corr>=0.98: Index(['f001_DAYS_BIRTH'], dtype='object')\n"
     ]
    }
   ],
   "source": [
    "utils.remove_feature(X, corr_limit=0.98)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "X.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ALL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 20/20 [00:00<00:00, 1682.67it/s]\n"
     ]
    }
   ],
   "source": [
    "imp = pd.read_csv('LOG/imp_801_cv_lgb.py.csv')\n",
    "files = ('../feature/train_' + imp.head().feature + '.f').tolist()\n",
    "X = pd.concat([\n",
    "                pd.read_feather(f) for f in files\n",
    "               ], axis=1)\n",
    "y = utils.read_pickles('../data/label').TARGET\n",
    "\n",
    "X.replace(np.inf, np.nan, inplace=True)\n",
    "X.replace(-np.inf, np.nan, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f779e496710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pltImp(imp, y='feature', n=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7741e99550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature_vs_y(X.iloc[:,0], y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7LPPnz+foo4+mqamJzTffnCOPPJLvf//7fPrTn+bUU0+lX79+3HXXXZx99tmccsopfP/732f//fdfu42vfe1rjB07lgsuuICDDz647L5Lr6kMHjyYb37zm+y7774AfOtb31rvJrdqeZiWTirtSryxv6hmVp358+e/acgR61i598zDtJiZWZdwUDEzs8I4qJiZWWEcVMzMrDAOKmZmVhgHFTMzK4zvUzGzTcc5Wxe8vRVVZesOQ9+PHj2amTNncuCBB5ZdXpSa1VQk7SJpbsnf85LOkDRY0gxJC/LroJxfki6UtFDSfZL2LtnW2Jx/gaSxJen7SJqX17lQfsSbmXVDXT30PcBXv/pVrrjiippsu1TNgkpEPBwRIyJiBLAPsAqYCowHbo2I4cCteR7gCGB4/hsHXAQgaTBwNrA/sB9wdmsgynnGlaw3ulbHY2bWGd1h6HuAQw45hAEDBtTkGEttrOavQ4BHIuJxSWOAUTl9EnAH8HVgDHB5pFv8Z0oaKGmHnHdGRCwDkDQDGC3pDmCriLgrp18OHAPctJGOycysou4w9P3GtLGCyvHA5Dy9fUQ8DRART0vaLqcPAZ4sWaclp3WU3lIm/U0kjSPVaBg6dOgGHYiZ2froDkPfb0w1DyqSNgeOBs6slLVMWnQi/c2JEZcAl0Aa+6tCOczMCtFdhr7fmDZGl+IjgHsi4pk8/0xu1iK/PpvTW4AdS9ZrABZXSG8ok25m1i10l6HvN6aN0fx1AuuavgCmAWOB8/LrdSXpp0u6knRRfkVuHpsOfL/k4vxhwJkRsUzSSkkjgVnAScBPan84Zla3quwCXJTuMvQ9wEEHHcRDDz3ECy+8QENDA5dddllNnqlS06HvJfUnXQ/ZOSJW5LS3AlcDQ4EngONygBDwU1IPrlXAyRHRnNf5d+CsvNnvRcQvc3oTMBHoR7pA/59R4YA89L3ZpsND36+/DR36vqY1lYhYBby1TdpSUm+wtnkDOK2d7UwAJpRJbwb2KKSwZma2wTxMi5mZFcZBxcx6tE3t6bYbooj3ykHFzHqsvn37snTpUgeWKkQES5cupW/fvhu0HQ8oaWY9VkNDAy0tLSxZsqSri1IX+vbtS0NDQ+WMHXBQMbMeq0+fPgwbNqyri7FJcfOXmZkVxkHFzMwK46BiZmaFcVAxM7PCOKiYmVlhHFTMzKwwDipmZlYYBxUzMyuMg4qZmRXGQcXMzArjoGJmZoVxUDEzs8I4qJiZWWFqGlQkDZQ0RdJDkuZLep+kwZJmSFqQXwflvJJ0oaSFku6TtHfJdsbm/AskjS1J30fSvLzOhfk592Zm1kVqXVP5H+APEbErsCcwHxgP3BoRw4Fb8zzAEcDw/DcOuAhA0mDgbGB/YD/g7NZAlPOMK1lvdI2Px8zMOlCzoCJpK+BfgMsAIuLViHgOGANMytkmAcfk6THA5ZHMBAZK2gE4HJgREcsiYjkwAxidl20VEXdFeqzb5SXbMjOzLlDLmsrOwBLgl5LulXSppC2B7SPiaYD8ul3OPwR4smT9lpzWUXpLmfQ3kTROUrOkZj8BzsysdmoZVHoDewMXRcRewIusa+oqp9z1kOhE+psTIy6JiKaIaNp22207LrWZmXVaLYNKC9ASEbPy/BRSkHkmN12RX58tyb9jyfoNwOIK6Q1l0s3MrIvULKhExD+AJyXtkpMOAR4EpgGtPbjGAtfl6WnASbkX2EhgRW4emw4cJmlQvkB/GDA9L1spaWTu9XVSybbMzKwL9K7x9v8T+LWkzYFHgZNJgexqSacATwDH5bw3AkcCC4FVOS8RsUzSd4C7c75vR8SyPP05YCLQD7gp/5mZWRepaVCJiLlAU5lFh5TJG8Bp7WxnAjChTHozsMcGFtPMzAriO+rNzKwwDipmZlYYBxUzMyuMg4qZmRXGQcXMzArjoGJmZoVxUDEzs8I4qJiZWWEcVMzMrDAOKmZmVhgHFTMzK0ytB5TcJDSOv2Ht9KLzjurCkpiZdS3XVMzMrDAOKmZmVhgHFTMzK4yDipmZFcZBxczMCuOgYmZmhalpUJG0SNI8SXMlNee0wZJmSFqQXwfldEm6UNJCSfdJ2rtkO2Nz/gWSxpak75O3vzCvq1oej5mZdWxj1FQ+EBEjIqL1WfXjgVsjYjhwa54HOAIYnv/GARdBCkLA2cD+wH7A2a2BKOcZV7Le6NofjpmZtacrmr/GAJPy9CTgmJL0yyOZCQyUtANwODAjIpZFxHJgBjA6L9sqIu6KiAAuL9mWmZl1gVoHlQBuljRH0rictn1EPA2QX7fL6UOAJ0vWbclpHaW3lEl/E0njJDVLal6yZMkGHpKZmbWn1sO0vD8iFkvaDpgh6aEO8pa7HhKdSH9zYsQlwCUATU1NZfOYmdmGq6qmImmPzmw8Ihbn12eBqaRrIs/kpivy67M5ewuwY8nqDcDiCukNZdLNzKyLVNv8dbGk2ZI+L2lgNStI2lLSgNZp4DDgfmAa0NqDayxwXZ6eBpyUe4GNBFbk5rHpwGGSBuUL9IcB0/OylZJG5l5fJ5Vsy8zMukBVzV8RcaCk4cC/A82SZgO/jIgZHay2PTA19/LtDfwmIv4g6W7gakmnAE8Ax+X8NwJHAguBVcDJed/LJH0HuDvn+3ZELMvTnwMmAv2Am/KfmZl1kaqvqUTEAknfAJqBC4G9cg3hrIj4XZn8jwJ7lklfChxSJj2A09rZ9wRgQpn0ZqBTTXNmZla8aq+pvFfSj4D5wMHAhyNitzz9oxqWz8zM6ki1NZWfAr8g1Upeak3MPbu+UZOSmZlZ3ak2qBwJvBQRrwNI2gzoGxGrIuKKmpXOzMzqSrW9v24hXQxv1T+nmZmZrVVtUOkbES+0zuTp/rUpkpmZ1atqg8qLbUYN3gd4qYP8Zma2Car2msoZwG8ltd6xvgPwidoUyczM6lW1Nz/eLWlXYBfSmFsPRcTqmpbMzMzqzvoMKLkv0JjX2UsSEXF5TUplZmZ1qaqgIukK4B3AXOD1nNz6DBMzMzOg+ppKE7B7HkrFzMysrGp7f90PvK2WBTEzs/pXbU1lG+DBPDrxK62JEXF0TUplZmZ1qdqgck4tC2FmZj1DtV2K/yhpJ2B4RNwiqT/Qq7ZFMzOzelPt0PefAaYAP89JQ4Bra1UoMzOrT9VeqD8NeD/wPKQHdgHb1apQZmZWn6oNKq9ExKutM5J6k+5TMTMzW6vaoPJHSWcB/SQdCvwW+H01K0rqJeleSdfn+WGSZklaIOkqSZvn9C3y/MK8vLFkG2fm9IclHV6SPjqnLZQ0vspjMTOzGqk2qIwHlgDzgM8CNwLVPvHxi6THELf6AfCjiBgOLAdOyemnAMsj4p2kRxT/AEDS7sDxwLuB0cD/5kDVC/gZcASwO3BCzmtmZl2kqqASEWsi4hcRcVxEfCxPV2z+ktQAHAVcmudFeq79lJxlEnBMnh6T58nLD8n5xwBXRsQrEfEYsBDYL/8tjIhHc9PclTmvmZl1kWrH/nqMMtdQImLnCqv+GPgaMCDPvxV4LiJey/MtpJ5k5Ncn83Zfk7Qi5x8CzCzZZuk6T7ZJ37+d8o8DxgEMHTq0QpHNzKyz1mfsr1Z9geOAwR2tIOlDwLMRMUfSqNbkMlmjwrL20svVssrWniLiEuASgKamJncwMDOrkWpvflzaJunHkv4MfKuD1d4PHC3pSFIg2opUcxkoqXeurTQArQ/+agF2BFpy77KtgWUl6a1K12kv3czMukC1Nz/uXfLXJOlU1jVplRURZ0ZEQ0Q0ki603xYRJwK3Ax/L2cYC1+XpaXmevPy2fN1mGnB87h02DBgOzAbuBobn3mSb531Mq+6wzcysFqpt/vrvkunXgEXAxzu5z68DV0r6LnAvcFlOvwy4QtJCUg3leICIeEDS1cCDed+nRcTrAJJOB6aThoyZEBEPdLJMZmZWAG1qj0hpamqK5ubmTq3bOP6GinkWnXdUp7ZtZtZdSZoTEU2Vc1bf++u/OloeERdUsx0zM+vZ1qf3176su2bxYeBO3til18zMNnHr85CuvSNiJYCkc4DfRsR/1KpgZmZWf6odpmUo8GrJ/KtAY+GlMTOzulZtTeUKYLakqaQbDD8CXF6zUpmZWV2q9ubH70m6CTgoJ50cEffWrlhmZlaPqm3+AugPPB8R/0O6631YjcpkZmZ1qto76s8m3bR4Zk7qA/yqVoUyM7P6VG1N5SPA0cCLABGxmArDtJiZ2aan2qDyah6HKwAkbVm7IpmZWb2qNqhcLennpBGGPwPcAvyidsUyM7N6VG3vr/Pzs+mfB3YBvhURM2paMjMzqzsVg0p+Fvz0iPgg4EBiZmbtqtj8lYeZXyVp641QHjMzq2PV3lH/MjBP0gxyDzCAiPhCTUplZmZ1qdqgckP+MzMza1eHQUXS0Ih4IiImbawCmZlZ/ap0TeXa1glJ19S4LGZmVucqBRWVTO+8PhuW1FfSbEl/k/SApHNz+jBJsyQtkHSVpM1z+hZ5fmFe3liyrTNz+sOSDi9JH53TFkoavz7lMzOz4lUKKtHOdDVeAQ6OiD2BEcBoSSOBHwA/iojhwHLglJz/FGB5RLwT+FHOh6TdgeOBdwOjgf+V1Ct3df4ZcASwO3BCzmtmZl2kUlDZU9LzklYC783Tz0taKen5jlaM5IU82yf/BXAwMCWnTwKOydNj8jx5+SGSlNOvjIhXIuIxYCGwX/5bGBGPRsSrwJU5r5mZdZEOL9RHRK8N2XiuTcwB3kmqVTwCPBcRr+UsLcCQPD2E/Mz7iHhN0grgrTl9ZslmS9d5sk36/u2UYxwwDmDo0KEbckhmZtaBarsUd0q+cXKEpIHAVGC3ctnyq9pZ1l56uVpW2Sa6iLgEuASgqalpfZvx1kvj+HU9rxedd1Qtd2Vm1u2sz0O6Oi0ingPuAEaSBqVsDWYNwOI83QLsCJCXbw0sK01vs0576WZm1kVqFlQkbZtrKEjqB3wQmA/cDnwsZxsLXJenp+V58vLb8nD704Djc++wYcBwYDZwNzA89ybbnHQxf1qtjsfMzCqrZfPXDsCkfF1lM+DqiLhe0oPAlZK+C9wLXJbzXwZcIWkhqYZyPEBEPCDpauBB4DXgtNyshqTTgelAL2BCRDxQw+MxM7MKahZUIuI+YK8y6Y+Sem61TX8ZOK6dbX0P+F6Z9BuBGze4sGZmVoiNck3FzMw2DQ4qZmZWGAcVMzMrjIOKmZkVxkHFzMwK46BiZmaFcVAxM7PCOKiYmVlhHFTMzKwwDipmZlYYBxUzMyuMg4qZmRXGQcXMzArjoGJmZoVxUDEzs8I4qJiZWWEcVMzMrDAOKmZmVpiaBRVJO0q6XdJ8SQ9I+mJOHyxphqQF+XVQTpekCyUtlHSfpL1LtjU2518gaWxJ+j6S5uV1LpSkWh2PmZlVVsuaymvAlyNiN2AkcJqk3YHxwK0RMRy4Nc8DHAEMz3/jgIsgBSHgbGB/0rPtz24NRDnPuJL1RtfweMzMrIKaBZWIeDoi7snTK4H5wBBgDDApZ5sEHJOnxwCXRzITGChpB+BwYEZELIuI5cAMYHRetlVE3BURAVxesi0zM+sCG+WaiqRGYC9gFrB9RDwNKfAA2+VsQ4AnS1ZryWkdpbeUSS+3/3GSmiU1L1myZEMPx8zM2lHzoCLpLcA1wBkR8XxHWcukRSfS35wYcUlENEVE07bbblupyGZm1kk1DSqS+pACyq8j4nc5+ZncdEV+fTantwA7lqzeACyukN5QJt3MzLpILXt/CbgMmB8RF5Qsmga09uAaC1xXkn5S7gU2EliRm8emA4dJGpQv0B8GTM/LVkoamfd1Usm2zMysC/Su4bbfD3wKmCdpbk47CzgPuFrSKcATwHF52Y3AkcBCYBVwMkBELJP0HeDunO/bEbEsT38OmAj0A27Kf2Zm1kWUOk5tOpqamqK5ublT6zaOv6HT+1103lGdXtfMrCtJmhMRTdXk9R31ZmZWGAcVMzMrjIOKmZkVxkHFzMwK46BiZmaFcVAxM7PCOKiYmVlhHFTMzKwwDipmZlYYBxUzMyuMg4qZmRXGQcXMzArjoGJmZoVxUDEzs8I4qJiZWWEcVMzMrDC1fPKjlSh9wJcf2GVmPZVrKmZmVpiaBRVJEyRs7WHBAAALMklEQVQ9K+n+krTBkmZIWpBfB+V0SbpQ0kJJ90nau2SdsTn/AkljS9L3kTQvr3OhJNXqWMzMrDq1rKlMBEa3SRsP3BoRw4Fb8zzAEcDw/DcOuAhSEALOBvYH9gPObg1EOc+4kvXa7svMzDaymgWViLgTWNYmeQwwKU9PAo4pSb88kpnAQEk7AIcDMyJiWUQsB2YAo/OyrSLirogI4PKSbZmZWRfZ2NdUto+IpwHy63Y5fQjwZEm+lpzWUXpLmfSyJI2T1CypecmSJRt8EGZmVl53uVBf7npIdCK9rIi4JCKaIqJp22237WQRzcysko0dVJ7JTVfk12dzeguwY0m+BmBxhfSGMulmZtaFNnZQmQa09uAaC1xXkn5S7gU2EliRm8emA4dJGpQv0B8GTM/LVkoamXt9nVSyLTMz6yI1u/lR0mRgFLCNpBZSL67zgKslnQI8ARyXs98IHAksBFYBJwNExDJJ3wHuzvm+HRGtF/8/R+ph1g+4Kf+ZmVkXUuo8teloamqK5ubmTq1beld8UXx3vZl1d5LmRERTNXm7y4V6MzPrARxUzMysMA4qZmZWGAcVMzMrjIOKmZkVxs9T6WJ+zoqZ9SSuqZiZWWEcVMzMrDAOKmZmVhhfU+lGfH3FzOqdaypmZlYYBxUzMyuMm782wKK+n1w73fjybwrdtpvCzKweuaZiZmaFcU2lIK21lqJrLOBai5nVDweVTiht9jIzs3UcVApWyxoLuNZiZt2bg0qNLOr7yZoFllYOMGbW3dR9UJE0GvgfoBdwaUSc18VFWqttM1ktg0x7jzp2sDGzjamug4qkXsDPgEOBFuBuSdMi4sFa7G9Dr6WUW39j1mY64uBjZkWo66AC7AcsjIhHASRdCYwBahJUaqGzgaqW98VsCAcns01bvQeVIcCTJfMtwP5tM0kaB4zLsy9IeriT+9sG+Gcn1y3Yh4rcWGHHpR8UsZXCdKPPq3A99dh66nFBfR/bTtVmrPegojJp8aaEiEuASzZ4Z1JzRDRt6Ha6Gx9X/empx9ZTjwt69rGVqvc76luAHUvmG4DFXVQWM7NNXr0HlbuB4ZKGSdocOB6Y1sVlMjPbZNV181dEvCbpdGA6qUvxhIh4oIa73OAmtG7Kx1V/euqx9dTjgp59bGsp4k2XIMzMzDql3pu/zMysG3FQMTOzwjioVEHSaEkPS1ooaXxXl2dDSJog6VlJ95ekDZY0Q9KC/DqoK8vYGZJ2lHS7pPmSHpD0xZxe18cmqa+k2ZL+lo/r3Jw+TNKsfFxX5Y4qdUdSL0n3Sro+z/eU41okaZ6kuZKac1pdfxer5aBSQclQMEcAuwMnSNq9a0u1QSYCo9ukjQdujYjhwK15vt68Bnw5InYDRgKn5c+p3o/tFeDgiNgTGAGMljQS+AHwo3xcy4FTurCMG+KLwPyS+Z5yXAAfiIgRJfem1Pt3sSoOKpWtHQomIl4FWoeCqUsRcSewrE3yGGBSnp4EHLNRC1WAiHg6Iu7J0ytJJ6oh1PmxRfJCnu2T/wI4GJiS0+vuuAAkNQBHAZfmedEDjqsDdf1drJaDSmXlhoIZ0kVlqZXtI+JpSCdnYLsuLs8GkdQI7AXMogccW24imgs8C8wAHgGei4jXcpZ6/U7+GPgasCbPv5WecVyQAv/NkubkYaKgB3wXq1HX96lsJFUNBWPdg6S3ANcAZ0TE8+nHb32LiNeBEZIGAlOB3cpl27il2jCSPgQ8GxFzJI1qTS6Tta6Oq8T7I2KxpO2AGZIe6uoCbSyuqVS2KQwF84ykHQDy67NdXJ5OkdSHFFB+HRG/y8k94tgAIuI54A7SNaOBklp/FNbjd/L9wNGSFpGalA8m1Vzq/bgAiIjF+fVZ0g+B/ehB38WOOKhUtikMBTMNGJunxwLXdWFZOiW3x18GzI+IC0oW1fWxSdo211CQ1A/4IOl60e3Ax3K2ujuuiDgzIhoiopH0P3VbRJxInR8XgKQtJQ1onQYOA+6nzr+L1fId9VWQdCTpV1TrUDDf6+IidZqkycAo0jDczwBnA9cCVwNDgSeA4yKi7cX8bk3SgcCfgHmsa6M/i3RdpW6PTdJ7SRd1e5F+BF4dEd+WtDPpF/5g4F7g3yLila4raefl5q+vRMSHesJx5WOYmmd7A7+JiO9Jeit1/F2sloOKmZkVxs1fZmZWGAcVMzMrjIOKmZkVxkHFzMwK46BiZmaFcVAxM7PCOKhYtyPpC3kI+2sk3SXpFUlfaZOn7OMIJE2U9FgecnyupBEd7GcLSbfkfJ/oIN8oSQcUc3Tdm6RGSZ/s6nJY/fLYX9YdfZ70qIEXgZ1oM5pryeMIDiUNo3O3pGkR8WDO8tWImEJlewF9IqLdwJONAl4A/lrtAUjqlcfsqjeNwCeB33RxOaxOuaZi3Yqki4GdSUNanBgRdwOr22Tb4McR5IH+fkUaqHGupHfkByttk5c3Sbojj3h8KvClnO+gXBv6WMm2Xsivo/KDwn5DurMfSf+WH7I1V9LPc0AsV57PSfphyfynJf0kD/lxg9JDuu6vUKNaJOkHeX+zJb0zp384P/jq3lwz2z6n/2tJje7ePLTIecBBOe1L7ezn05KulfT7XCs8XdJ/5W3MlDQ45/uMpLtz2a+R1D+nXyfppDz9WUm/ruIjszrhoGLdSkScShpE8AMR8aN2slV6HMH3JN0n6UeStmhnP88C/wH8KT9I6ZF28i0CLiY9OGpERPypwiHsB/yfiNhd0m7AJ0gj1o4AXgdObGe9KcBHS+Y/AVxFeqDa4ojYMyL2AP5QYf/PR8R+wE9JQwsB/BkYGRF7kQLw13L6V4DTctkOAl4iPTiq9T1p7/0H2INUo9kP+B6wKm//LuCknOd3EbFvfsDYfNY9cGsc8C1JBwFfBv6zwjFZHXFQsXrU0RDpZwK7AvuSxo/6+sYqVDY7Ih7L04cA+5Ca5+bm+Z3LrRQRS4BHJY3MY0TtAvyFVOP5YK6BHBQRKyrsf3LJ6/vydAMwXdI84KvAu3P6X4ALJH0BGFjyHJNq3B4RK3O5VwC/z+nzSE1oAHtI+lPe74mt+42IZ4BvkQaP/HJPHP9qU+agYvWo3ccR5CdARh6E8JekX9LVeo11/xN9q8mXR0cufY76iyXTAiblX/0jImKXiDing+1eBXwcOBaYmo/j76TANA/4v5K+VeEYosz0T4CfRsR7gM+2HltEnEeqrfUDZkratcK2S5UO8rimZH4N667VTgROz/s9lze+p+8BlgJvX499Wh1wULF61O7jCLTueRUiXeC/fz22u4h0Aod0Ym+1EhjQTr4xpEf8lnMr8LF8/QZJgyXt1MH+f5fLfAIpwCDp7aSmpV8B5wN7VziGT5S83pWntwaeytOtQ68j6R0RMS8ifgA0k2p4bY91QwwAnlZ6zs3aZj9J+5E6YuwFfEXSsIL2Z92Ae39ZtyXpbaST3VbAGklnALvnJzqeDkxn3eMIHsir/VrStqRawlzSRfZqnQtcJql1yPxWvwemSBpDav//BXCdpNmkwPHim7YERMSDkr5BeqzsZqQOB6cBj7eTf7mkB/Mxzs7J7wH+n6Q1ef3PVTiGLSTNIv1gPCGnnQP8VtJTwEyg9SR+hqQPkK71PAjcRKppvCbpb8DECtdVKvkm6X18nFTTGpCvcf0CODk/GfHLwARJB4eHTO8RPPS9WQ+h9BTFpoj4Z1eXxTZdbv4yM7PCuPnLejxJJwNfbJP8l4g4rYvKMwto29X5UxExr8r1p7KuCavV1/OjeQsj6XDgB22SH4uIjxS5H+tZ3PxlZmaFcfOXmZkVxkHFzMwK46BiZmaFcVAxM7PC/H8Y0z4Pfo2vlQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f77410789b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature_vs_y(X.iloc[:,3], y, kind='hist')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f778aecbda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature_vs_y(X.iloc[:,3], y, kind='kde', bw_method=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7740de10b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature_vs_y(X.iloc[:,3], y, kind='kde', bw_method=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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